Scary Stories to Tell in the Dark collected by Alvin Schwartz with art by Stephen Gammell.
Three volumes in all: released 1981, 1984, and 1991.
And all who read these as a child should remember these horrifying drawings. The one that bothered me the most: THE THING. Just look at that face and imagine that really staring at you. Not a pleasant thought even now.