The answer is yes - with respect to clock time. With respect to coordinate time, however, there are qualifiers. Time is warped by gravity.
Not only will I show you the mathematical proof, I will actually show you what the general relativistic version of the equation
$$\frac{d^2}{dt^2} = -\frac{μ}{r^3}\tag{Kepler}\label{1}$$
looks like - for both the Schwarzschild solution and Reissner-Nordström solution, so you can draw your own conclusions. For some reason, you don't see this anywhere in the literature (at least as far as I can find), even though it's obvious low-hanging fruit.
For Reissner-Nordström, we have the following line element:
$$Φ dt^2 - α \left(\frac1Φ dr^2 + r^2 \left(dθ^2 + (\sin θ dφ)^2\right)\right) ∈ \left\{dτ^2, 0, -α dℓ^2\right\},$$
where
$$Φ = 1 - \frac{2αμ}{r} + \frac{αϙ}{r^2},\quad μ = G M,\quad ϙ = \frac{μ_0}{4π} G q^2,$$
with $G$ being Newton's coefficient, $M$ the mass of the gravitating object, and $q$ its electrical charge. The three cases are those adapted to time-like geodesics, with clock-time $τ$, null geodesics with a zero line element and space-like geodesics, with proper length $ℓ$.
The parameter $α$ is used to distinguish the relativistic case $α = 1/c^2$ from the non-relativistic case $α = 0$. Strictly speaking, there is no sensible non-relativistic (i.e. $α → 0$) limit of the above line element ... however you can devise one, by pushing this up into the fifth dimension as a null line element, by just adopting a new coordinate $τ = t + α u$ for proper time. Substitute, bring everything over to one side, and divide out the $α$ and you get:
$$
\left(\frac{2μ}{r} - \frac{ϙ}{r^2}\right) dt^2 + 2 dt du + α du^2 + \frac{r^2}{r^2 - 2αμr + αϙ} dr^2 + r^2 \left(dθ^2 + (\sin θ dφ)^2\right) = 0.
$$
As $α → 0$, this approaches a null line element that can be converted to Cartesian form as:
$$
\left(\frac{2μ}{r} - \frac{ϙ}{r^2}\right) dt^2 + 2 dt du + dx^2 + dy^2 + dz^2 = 0\quad \left(r = \sqrt{x^2 + y^2 + z^2}\right).
$$
The fact that there isn't a clean-cut conversion to Cartesian form in the relativistic case $α ≠ 0$ is an indication that there is a warping of space, along the radial direction $r$, not just of time $t$. You could still write it in Cartesian form, by extracting out the Cartesian part of the line element
$$
\left(\frac{2μ}{r} - \frac{ϙ}{r^2}\right) dt^2 + 2 dt du + α du^2 + α \frac{2μr - ϙ}{r^2 - 2αμr + αϙ} dr^2 + dx^2 + dy^2 + dz^2 = 0,
$$
provided you set
$$r = \sqrt{x^2 + y^2 + z^2},\quad dr = \frac{x dx + y dy + z dz}{r}.$$
If you work out the geodesic equation for the non-relativistic limit, you'll get the above-mentioned \ref{1} equation - in the case $ϙ = 0$ of zero charge. A footnote on that: had I set $αϙ = Gq^2/(4πε_0c^4) = α^2Gq^2/(4πε_0)$, then we would have gotten $ϙ → 0$ in the limit $α → 0$. So, there are actually two different non-relativistic limits, depending on how you write $ϙ$; one of them being non-trivial: a "cyberpunk" version of Reissner-Nordström. The non-trivial limit has the modified equation
$$\frac{d^2}{dt^2} = -\frac{μ}{r^3} + \frac{ϙ}{r^4}\tag{Kepler EM}\label{2}.$$
If you work out the geodesic equation for the relativistic version ($α ≠ 0$) of the five-dimensional line element, you'll get the modified Kepler equations we're going to derive. In both cases, $du/dt$ reduces to minus the Lagrangian per unit mass for an orbiting body, and $u$ reduces to minus the action per unit mass, up to an additive constant.
For both \ref{1} and \ref{2},
$$_t = ×\frac{d}{dt},\tag{h0}\label{3}$$
is a constant of motion. The direction of $_t$ is perpendicular to the orbital plane (so the orbital plane is constant), and the magnitude $h_t = |_t|$ is also constant. That's twice the "areal velocity" of Kepler's Second Law.
For Reissner-Nordström, for time-like geodesics, this gets modified to:
$$_τ = ×\frac{d}{dτ}.\tag{hα}\label{4}$$
It's a constant of motion. In contrast, the $_t$ vector of \ref{3} is only constant in direction, not in magnitude. The areal velocity changes with coordinate time $t$, because of time being warped by gravity, though it remains constant with respect to clock time $τ$.
In vector and polar form (from \ref{5}, below, with $s = τ$):
$$\frac{{h_τ}^2}{r^2} = \left|\frac{d}{dτ}\right|^2 - \left(\frac{dr}{dτ}\right)^2 = r^2 \left(\left(\frac{dθ}{dτ}\right)^2 + \left(\sin θ \frac{dφ}{dτ}\right)^2\right)$$
for \ref{4}, and for \ref{3} with $τ = t$.
The Modified Kepler Equation
The Geodesic Equations
The Reissner-Nordström line-element $g_{μν} dx^μ dx^ν$ (the summation convention is being used here and below) has the following as the non-zero components for the metric:
$$g_{00} = Φ,\quad g_{11} = -\frac{α}{Φ},\quad g_{22} = -α r^2,\quad g_{33} = -α (r \sin θ)^2,$$
with the coordinates indexed as $\left(x^0, x^1, x^2, x^3\right) = (t, r, θ, φ)$. The inverse metric has, as its sole non-zero components
$$g^{00} = \frac1Φ,\quad g^{11} = -\frac{Φ}{α},\quad g^{22} = -\frac1{α r^2},\quad g^{33} = -\frac1{α (r \sin θ)^2}.$$
The Levi-Civita connection associated with the metric (using $∂_μ$ to denote $∂/∂x^μ$)
$$
Γ^ρ_{μν} = \frac12 g^{ρσ} \left(∂_ν g_{μσ} - ∂_σ g_{νμ} + ∂_μ g_{σν}\right).
$$
Here, the sole non-zero components are
$$
Γ^0_{01} = Γ^0_{10} = \frac1Φ \left(\frac{αμ}{r^2} - \frac{αϙ}{r^3}\right),\quad Γ^1_{00} = Φ \left(\frac{αμ}{r^2} - \frac{αϙ}{r^3}\right),\quad Γ^1_{11} = -\frac1Φ \left(\frac{μ}{r^2} - \frac{ϙ}{r^3}\right),\\
Γ^2_{12} = Γ^2_{21} = \frac1r = Γ^3_{13} = Γ^3_{31},\quad Γ^1_{22} = -Φ r,\quad Γ^1_{33} = -Φ r \sin^2 θ,\\
Γ^3_{23} = Γ^3_{32} = \cot θ,\quad Γ^2_{33} = -\sin θ \cos θ.
$$
The modified Kepler equation comes from the Geodesic Equation, which has the general form (which the link fails to note)
$$\frac{d^2x^ρ}{ds^2} + Γ^ρ_{μν} \frac{dx^μ}{ds} \frac{dx^ν}{ds} = N_s \frac{dx^ρ}{ds},$$
where $s$ is an arbitrary parameter. When $s$ is either proper length $ℓ$ or proper time $τ$, $N_s = 0$. In contrast, for null geodesics, $N_s$ can't be so readily eliminated. Under a change to a different parameter $s' = s'(s)$, $N_s$ transforms to
$$N_{s'} = \left(\frac{ds'}{ds}\right)^{-1} N_s - \left(\frac{ds'}{ds}\right)^{-2} \frac{d^2s'}{ds^2}.$$
A natural setting - at least for null and time-like geodesics - is to just set $s = t = x^0$ and extract $N$ from the equation for $d^2x^0/ds^2$.
The resulting geodesic equations are:
$$
\frac{d^2t}{ds^2} + \frac2Φ \left(\frac{αμ}{r^2} - \frac{αϙ}{r^3}\right) \frac{dr}{ds} \frac{dt}{ds} = N_s \frac{dt}{ds},\\
\frac{d^2r}{ds^2} + Φ \left(\frac{μ}{r^2} - \frac{ϙ}{r^3}\right) \left(\frac{dt}{ds}\right)^2
-\frac1Φ \left(\frac{αμ}{r^2} - \frac{αϙ}{r^3}\right) \left(\frac{dr}{ds}\right)^2 - Φ r \left(\left(\frac{dθ}{ds}\right)^2 + \left(\sin θ \frac{dφ}{ds}\right)^2\right) = N_s \frac{dr}{ds},\\
\frac{d^2θ}{ds^2} + \frac2r \frac{dr}{ds} \frac{dθ}{ds} - \sin θ \cos θ \left(\frac{dφ}{ds}\right)^2 = N_s \frac{dθ}{ds},\\
\frac{d^2φ}{ds^2} + \frac2r \frac{dr}{ds} \frac{dφ}{ds} + 2 \cot θ \frac{dθ}{ds} \frac{dφ}{ds} = N_s \frac{dφ}{ds}.
$$
For the three types of geodesics, from the line element, we also have:
$$Φ \left(\frac{dt}{ds}\right)^2 - α \left(\frac1Φ \left(\frac{dr}{ds}\right)^2 + r^2 \left(\left(\frac{dθ}{ds}\right)^2 + \left(\sin θ \frac{dφ}{ds}\right)^2\right)\right) = L ∈ \left\{\left(\frac{dτ}{ds}\right)^2, 0, -α \left(\frac{dℓ}{ds}\right)^2\right\}.$$
First Derivative And Areal Velocity
The radius vector can be written in polar form as $ = r \hat{}$, in terms of the orthonormal triad:
$$\hat{} = (\sin θ \cos φ, \sin θ \sin φ, \cos θ),\quad \hat{} = (\cos θ \cos φ, \cos θ \sin φ, -\sin θ),\quad \hat{} = (\sin φ, \cos φ, 0).
$$
To find the derivatives $d/ds$ and $d^2/ds^2$, we may use the following:
$$
\frac{d\hat{}}{ds} = \frac{dθ}{ds} \hat{} + \sin θ \frac{dφ}{ds} \hat{},\quad \frac{d\hat{}}{ds} = -\frac{dθ}{ds} \hat{} + \cos θ \frac{dφ}{ds} \hat{},\quad \frac{d\hat{}}{ds} = -\sin θ \frac{dφ}{ds} \hat{} - \cos θ \frac{dφ}{ds} \hat{},
$$
to write
$$
\frac{d}{ds} = \frac{dr}{ds} \hat{} + r \frac{dθ}{ds} \hat{} + r \sin θ \frac{dφ}{ds} \hat{}.
$$
Noting the relations
$$
\hat{}×\hat{} = \hat{} = -\hat{}×\hat{},\quad
\hat{}×\hat{} = \hat{} = -\hat{}×\hat{},\quad
\hat{}×\hat{} = \hat{} = -\hat{}×\hat{},
$$
then, from this, we obtain
$$
_s = ×\frac{d}{ds} = r^2 \left(\frac{dθ}{ds} \hat{} - \sin θ \frac{dφ}{ds} \hat{}\right),$$
$$\frac{{h_s}^2}{r^2} = \left|\frac{d}{ds}\right|^2 - \left(\frac{dr}{ds}\right)^2 = r^2 \left(\left(\frac{dθ}{ds}\right)^2 + \left(\sin θ \frac{dφ}{ds}\right)^2\right).\tag{hs}\label{5}
$$
Substituting this into the geodesic equations for $θ$ and $φ$, we obtain:
$$
\frac{d}{ds}\left((r \sin θ)^2 \frac{dφ}{ds}\right) = N_s (r \sin θ)^2 \frac{dφ}{ds},\quad \frac{d}{ds}\left({h_s}^2\right) = 2 N_s {h_s}^2.
$$
For both time-like geodesics, with $s = τ$ and $N_τ = 0$, and space-like geodesics, with $s = ℓ$ and $N_ℓ = 0$, $h_s$ is a constant. For all geodesics, the direction of $_s$ will prove to be a constant, as well, as we'll see once we find the modified Kepler equation.
Before we get to that, though, we can also reduce the geodesic equation for $t$ to:
$$\frac{d}{ds}\left(Φ \frac{dt}{ds}\right) = N_s Φ \frac{dt}{ds}.$$
So, if we set $s = t$, this leads to the following normalization:
$$N_t = \frac1Φ \frac{dΦ}{dt}.$$
For $s = t$, this leads to the following equation for ${h_s}^2$:
$$\frac{d}{dt}\left(\frac{{h_t}^2}{Φ^2}\right) = 0.$$
Thus, it is not the areal velocity that is constant, when referring to coordinate time $s = t$, but the time-warped version of it is:
$$\frac{h_t}Φ = \frac{r^2}{r^2 - 2αμr + αϙ} \left|×\frac{d}{dt}\right|.$$
Second Derivative
Taking a second derivative, we have
$$\begin{align}
\frac{d^2}{ds^2} - N_s \frac{d}{ds}
&= \left(\frac{d^2r}{ds^2} - r \left(\left(\frac{dθ}{ds}\right)^2 + \left(\sin θ \frac{dφ}{ds}\right)^2\right) - N_s \frac{dr}{ds}\right) \hat{}\\
&+ r \left(\frac{d^2θ}{ds^2} + \frac2{r} \frac{dr}{ds} \frac{dθ}{ds} - \sin θ \cos θ \left(\frac{dφ}{ds}\right)^2 - N_s \frac{dθ}{ds}\right) \hat{}\\
&+ r \sin θ \left(\frac{d^2φ}{ds^2} + \frac2{r} \frac{dr}{ds} \frac{dφ}{ds} + 2 \cot θ \frac{dr}{ds} \frac{dφ}{ds} - N_s \frac{dφ}{ds}\right) \hat{}.
\end{align}$$
By the geodesic equations for $θ$ and $φ$, the $\hat{}$ and $\hat{}$ components cancel out, leaving behind only the $\hat{}$ component, which can be reduced - using the geodesic equation for $r$ and the line element, as well as \ref{5} - to the following:
$$
\frac{d^2}{ds^2} - N_s \frac{d}{ds}
= -\frac{μ}{r^3} \left(L + \frac{3α{h_s}^2}{r^2}\right) + \frac{ϙ}{r^4} \left(L + \frac{2α{h_s}^2}{r^2}\right),\tag{Kepler GR}\label{7}
$$
where
$$
L ∈ \left\{\left(\frac{dτ}{ds}\right)^2, 0, -α \left(\frac{dℓ}{ds}\right)^2\right\}
$$
for the three geodesic types.
For the $_s$ vector, this leads to
$$\frac{d_s}{ds} = N_s _s,$$
showing that its direction is constant ... and that it is a constant of motion in the cases $_τ$ of time-like geodesics and even $_ℓ$ of space-like geodesics, where $N_τ = 0$ and $N_ℓ = 0$. For $s = t$, after substituting in for $N_t$, this reduces to
$$\frac{d}{ds}\left(\frac{_t}{Φ}\right) = ,$$
thus showing that
$$\frac{_t}{Φ} = \frac{r^2}{r^2 - 2αμr + ϙ} ×\frac{d}{dt}$$
is a constant of motion.
For time-like geodesics, with $s = τ$ and $N_τ = 0$, \ref{7} reduces to:
$$\frac{d^2}{dτ^2}
= -\frac{μ}{r^3} \left(1 + \frac{3α{h_τ}^2}{r^2}\right) + \frac{ϙ}{r^4} \left(1 + \frac{2α{h_τ}^2}{r^2}\right).$$
To synchronize this to clock time, it has to be combined with the first integral for the geodesic equation for $t$:
$$\frac{d}{dτ}\left(Φ \frac{dt}{dτ}\right) = 0 → \frac{dt}{dτ} = \frac{A}{Φ}$$
with the integration constant $A$ calibrated using the line element, for $s = τ$:
$$\frac{A^2}{Φ} - \frac{α}{Φ} \left(\frac{dr}{dτ}\right)^2 - α \frac{{h_τ}^2}{r^2} = 1 → A = \sqrt{Φ \left(1 + α \frac{{h_τ}^2}{r^2}\right) + α \left(\frac{dr}{dτ}\right)^2}.$$
Finally, for the case $s = t$, after substituting in for $N_t$, \ref{7} reduces to
$$
\frac{d}{dt}\left(\frac1Φ \frac{d}{dt}\right) = -\frac{μ}{Φr^3} \left(L + \frac{3α}{r^2}\left|×\frac{d}{dt}\right|^2\right) + \frac{ϙ}{Φr^4} \left(L + \frac{2α}{r^2}\left|×\frac{d}{dt}\right|^2\right),
$$
where
$$L ∈ \left\{\left(\frac{dτ}{dt}\right)^2, 0, -α \left(\frac{dℓ}{dt}\right)^2\right\}$$
for the three geodesic types.
This is the modified Kepler equation. This covers finite-speed faster-than-light space-like geodesics, in addition to null and time-like geodesics, but the infinite speed space-like geodesics (i.e. those in the hyperplane orthogonal to the $t$ axis) are outside this coverage and have to be handled separately (e.g. by setting $s = r$).
Finally, to close this out, we'll also need to the expression for $L$. Here, it will just be presented in the case of time-like geodesics:
$$\begin{align}
L = \left(\frac{dτ}{dt}\right)^2
&= Φ \left(\frac{dt}{dt}\right)^2
- \frac{α}{Φ} \left(\frac{dr}{dt}\right)^2 - α r^2 \left(\left(\frac{dθ}{dt}\right)^2 + \left(\sin θ \frac{dφ}{dt}\right)^2\right) \\
&= Φ - \frac{α}{Φ} \left(\frac{dr}{dt}\right)^2 - \frac{α}{r^2} \left|×\frac{d}{dt}\right|^2.
\end{align}$$