Yes.
He died of cancer.
speaking of which
just went back and watched Space Face, in part 2 at 2:56 they're standing in a door way and have lights shining down on them, but edd's goes out :c
not to mention him standing in that doorway or him floating up was the last thing he animated, some great symbolism.