What’s Under Double d’s Hat? – Cartoon Mysteries
Edd does throw his hat off (that’s one of the animations that he has) and it’s revealed he has black hair. It’s because there are no authority figures in the show since there are no adults (except for in the movie because Eddy’s brother first appeared), according to TV Tropes.