Harry Potter and the Philosopher's Stone by J.K. Rowling
The whole Harry Potter series can totally get you in the autumn spirit, but this one in particular describes fall in a way that just makes me fall in love with the season all over again. This is one of the best books to get you in the mood for fall. $8.51 at amazon.com