Abbandando was one of twelve children of Lorenzo Abbondandolo and Rosaria Famighetti. On his tombstone, his family name was inscribed as "Abbundando". Abbandando's family immigrated from Avellino, Italy to New York. As a teenager, Abbandando extorted money from shop owners by threatening to torch their shops.