Other prize winners on the night included Kirsten Dunst who picked up the best actress award for her part as Spidey's lady in Spider-Man.
And sci-fi thriller Minority Report won three awards, including best director for Steven Spielberg and best actor for Tom Cruise.
James Bond's Die Another Day didn't miss out either, because Rosamund Pike was voted best newcomer.
And Stars Wars hasn't been forgotten! The scene of the year was the Yoda duel from Star Wars Episode II: Attack of the Clones.