LOTR: Return of the King won Best Picture and Best Director in 2003. It won a total of ELEVEN Academy Awards that year! Which is amazing for a film, let alone a fantasy film.
The extra footage on the extended versions of the trilogy, as well as the TON of extra footage on the DVD sets is so much fun to watch. I love the backstory, and hearing what the crew went threw as they filmed three movies simultaneously.