Title: Godel, Escher, Bach: an Eternal Golden Braid
Author: Douglas Hofstadter
Short Description: It's mildly debatable whether this is in fact a book about mathematics, but any mathematician who has read this book will understand why I recommend it and any who has not should. Probably best for those with either a philosophical or musical bent.