They worship the all mighty atom?
It's meant to represent rational thought as opposed to faith in a deity. Science is supposed to be the epitome of rational thought, and an atom is a good symbol of science.
However, it's still a stupid-looking symbol.
I think it's because atoms are at the root of all things that that is used.