I work in neuroscience and I don't agree that it is on much firmer ground that psychology. In fact, as some people in the community have noted, the neuroscience mainstream is probably still in the pre-paradigmitic stage (using Kuhn). And believe it or not, a lot of neuroscientists naively do believe that the brain is like a computer (maybe not exactly one, but very close).