SNUB: Stanley Kubrick
It seems completely ridiculous, but Stanley Kubrick has never ever won a best direction Academy Award. 2001: A Space Odyssey didn’t even receive a best picture nomination. And the closest Kubrick ever came to winning? He lost to My Fair Lady.