Why is distorted / quantized white noise still white noise?
White noise is defined as having a flat spectrum over the entire frequency range. Using uncorellated random numbers is just one of many methods to generate this, but by far not the only or the best one.
Also, whiteness implies no gaussian or whatever distribution, so your first sentence is wrong twice.