My favourite fantasy books are probably those in the Otherland series by Tad Williams, although I'm not sure if you would consider those fantasy...
Another favourite would definitely be the Lord of the Rings books. I've lost count of how many times I've read the Silmarillion, although I had trouble getting through the History of Middle-earth series (the collection edited by Christopher Tolkien).