There seems to be confusion about what constitutes a wave function in Quantum Field Theory (QFT). Albeit QFT is not usually formulated in the wave function format (it's awkward and skibidi), let's humor OP and do a comparison of wave function of quantum mechanics (QM) vis-a-vis wave function of QFT:
In QM, the wave function is
$$
\psi(\vec x, t)
$$
whereas in QFT, the wave function is
$$
\psi(\phi_{ x_1}, \phi_{ x_2}, \phi_{ x_3}, ..., t)
$$
where we take QFT of scalar field $\phi(x)$ as an illustrative example. Note that wave function $\psi$ is complex-valued, while scalar field $\phi(x)$ could be either real or complex. Of course, given the bosonic nature of scalar field $\phi(x)$, the wave function $\psi$ is required to be symmetric under exchanging of any pair of $\phi_{ x_i}$ and $\phi_{ x_j}$.
As you can see, $\phi(x)$ is not the wave function of QFT. Rather, the whole collection of field values ($\phi_{ x_1}, \phi_{ x_2}, \phi_{ x_3}, ...$) at all the space points (${ x_1}, { x_2}, { x_3}, ...$) plays the role of space variable $\vec x$ in QM. It speaks to the fact that $\phi(x)$ (and its canonical conjugate $\pi(x)$) in QFT is promoted to quantum operator $\hat{\phi}(x)$/$\hat{\pi}(x)$, paralleling $x$ (and its canonical conjugate $p$) in QM being promoted to quantum operator $\hat{x}$/$\hat{p}$.
The QFT counterpart of QM amplitude of probability
$$
\psi^\dagger(\vec x, t)\psi(\vec x, t)
$$
is
$$
\psi^\dagger(\phi_{ x_1}, \phi_{ x_2}, \phi_{ x_3}, ..., t)\psi(\phi_{ x_1}, \phi_{ x_2}, \phi_{ x_3}, ..., t)
$$
Therefore, in QFT, you can't have an amplitude of probability interpretation for
$$
\phi^\dagger \phi
$$
It would be tantamount to having an amplitude of probability interpretation in QM for
$$
x^\dagger x
$$
which is obviously wrong.
The fun fact is that $\phi^\dagger \phi$ in QFT is indeed invariant under a phase transformation (a $U(1)$ gauge transformation in QED for complex scalar field $\phi$) of
$$
\phi\rightarrow e^{i\alpha}\phi
$$
It is related to the conservation of electric charge, conceptually very different from the invariance of amplitude of probability under a change of phase factor of wave function $
\psi\rightarrow e^{i\alpha}\psi
$ in QM.