Why look at power spectral density for stochastic processes?
Because a stochastic process itself doesn't have a Fourier transform.

That's really all there is to it.

You can only transform signals (i.e. functions over a body isomorphic to $\mathbb R$, for example, functions of time). You can't transform a random variable whose individual realizations are such functions!