I have found various sources on the internet that say that power series are infinitely differentiable on their interval of convergence:
Once a function $f(x)$ is given as a power series as above, it is differentiable on the interior of the domain of convergence.
[...] power series are (infinitely) differentiable on their intervals of convergence [...]
But isn't every power series (infinitely) differentiable everywhere?
After all, a power series is just an infinite polynomial and a polynomial of degree $n$ is differentiable $n+1$ times. Source
Doesn't this imply, that a polynomial of "degree $\infty$" is differentiable $\infty$ times?