Abatantuono was born in Milan to a father of Apulian origin and a mother from Como. The latter worked as wardrober in a Milanese jazz and later cabaret club, Derby, whose owner was Abatantuono's uncle. He started to work at Derby first in lighting, then as artistic director and later as an actor.