Caruso has a daughter, Greta with his second wife, Rachel Ticotin.
V epizodi serije "Late Show with David Letterman", izdani 7. marca 2007, je komedijant Jim Carrey priznal, da je oboževalec serije in satirično oponašal Carusa.