Or maybe you could point me to a nice reference?
The details behind the following answer can be found in the following arXiv paper (and references therein) arXiv:1109.3050v1.
Is there a simple argument to show this?
It appears not but I can say the following. The conductivity due to electron-electron collisions is generally given by:
$$
\sigma = \frac{ n \ e^{2} \ \tau_{coll} }{ m } \tag{0}
$$
where $\sigma$ is the electrical conductivity, $n$ is the electron number density, $e$ is the fundamental charge, $m$ is the electron mass, and $\tau_{coll}$ is the average collision time scale (or relaxation rate). Note that the resistivity, $\eta$, is just the inverse of the conductivity in the scalar approximation.
For a Landau-Fermi liquid, the average relaxation rate for electrons on a Fermi surface can be shown to be:
$$
\tau_{coll}^{-1} = \frac{ \alpha \ \left( m* \right)^{3} \ \left( k_{B} \ T \right)^{2} }{ 12 \ \pi \ \hbar^{6} } \ \langle \frac{ W\left( \theta, \phi \right) }{ \cos{\left( \theta/2 \right)} } \rangle \tag{1}
$$
where $\alpha$ is the efficiency of momentum transfer to the ionic lattice as a dimensionless quantity satisfying $\alpha$ < 1, $k_{B}$ is the Boltzmann constant, $\hbar$ is the Planck constant, $W\left( \theta, \phi \right)$ is the transition probability for inelastic scattering.
Quoting from the referenced arXiv paper above:
However, the fact that a solid does not possess full translation symmetry has important consequences. Already in 1937 Baber demonstrated a mechanism for finite resistivity in a two-band model in which $s$ electrons are scattered from heavier $d$ holes by a screened Coulomb interaction... single band Umklapp processes allow momentum transfer to the crystal coordinate system...
where Umklapp processes refer to electron-phonon and/or phonon-phonon scattering in a lattice. The authors also show that the term in the angle brackets can be integrated to the following:
$$
\langle \frac{ W\left( \theta, \phi \right) }{ \cos{\left( \theta/2 \right)} } \rangle = 12 \lambda_{\tau}^{2} \frac{ \left( \pi \ \hbar \right)^{5} }{ \left( m* \right)^{3} \ \epsilon_{F}* } \tag{2}
$$
where $\lambda_{\tau}$ is a dimensionless parameter describing the interaction effective in polaron-polaron scattering and $\epsilon_{F}*$ is the the Fermi energy of the polarons. After a little algebra, we can show that:
$$
\frac{ \hbar }{ \tau_{coll} } = \alpha \ \lambda_{\tau}^{2} \frac{ \pi }{ \epsilon_{F}* } \left( \pi \ k_{B} \ T \right)^{2} \tag{3}
$$
Thus, the resistivity is proportional to $\eta \propto T^{2}$.