Gaia Vince of New Scientist compiled a huge list -- with video links -- of popular songs about science. My favorite wasn't mentioned. It's "Put It to the Test" by They Might Be Giants. This song introduces the scientific method.
What's your favorite song about science?
Link via Marginal Revolution