Spark by John Ratey (recommended by Bronco)
The Sabermetric Revolution by Baumer & Zimbalist. It's a peer-reviewed, non-sensationalized version of Moneyball.
The Physics of Baseball by Robert Adair
The Sports Gene by David Epstein
An Economist Goes to the Game by Paul Oyer