Try reading the Silmarillion. It is a very very difficult read but once you read it you will find your enjoyment of reading LOTR and The Hobbit increases immensely, as you understand the history behind each character as well as the history of Middle Earth completely.

I repeat the caveat that it is very very dry reading.