We still haven't been fed Kid's backstory by Oda, but I headcannon that Killer looked after him growing up, and they had a really rough time of it.
Orphaned, very little food, no home, completely ignored by adults.
I also just wanted an excuse to draw Killer without his helmet again. He's too damn pretty to hide it away.