They had backstories. Like Elmer, the kid who ate glue and was bullied, then became glue and bullied everyone with his big glue powers.
Speaking of backstories in superhero cartoons, I just watched the Mr. Freeze episode of Batman: tAS again. Genius. They don't make cartoons like they used to.