Mahatma Gandhi was nominated 4 times and never won it !!!!!!!!!!!!!!!!!
Henry Kissinger - mass muderer/ war criminal (excuse my bias) was a joint winner in 1973 for getting bored with bombing the shit out of SE Asia (oops there goes my prejudice again)