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.
Seems to me that "science" has been incorrect about many things. It's constantly changing. I don't think it's rational to build a house on shifting sand.