There's no problem with viewing an image as a wave, however if you do so you also need to accept that it contains frequency components well beyond the Nyquist frequency so the sampling theorem will be of no help in reconstructing the image.

Still lots of operations on image can be stated in terms of convolution (or a regularized inverse of it) so it's not like Fourier analysis is entirely useless.