Given the fact that I see many #science people around here I am gonna tell you that the Feynman books (Lectures on Physics) were one of my favourites back in university. I still like coming back to them every time I have the chance to.
@pwgallagher Wow, that's so cool! The edition looks really great! Also, I am still studying math stuff and oh man, they really are a pain in the ass ;)