Atheism isn't a base.

It is a word used to describe not having a base so far as superstition is concerned.

He does stick to science. He berates those who dismiss discovery because it can't be referenced in a book of fairy tales.

I'd be frustrated too if my branch of science, if I had one, was dismissed out of hand by ignorant superstition.