Flight training is expensive. But when it comes to study material, you can save yourself a lot of money by getting your information straight from the source. All of these books are available FREE from the FAA.

Pilot’s Handbook of Aeronautical Knowledge
Also know as the P-HAK, this handbook goes more in detail about the things you need to know to fly an airplane.