The Cryptopedia: A Dictionary of the Weird, Strange, and Downright Bizarre
This is one of the few books I will keep. It isn't much for a straight read and it would be a great reference book if it had a searchable index. If you have any questions regarding the supernatural the answer will probably be in here. It is divided up into chapters for different kinds of phenomenon so this helps find like material.