Scalzone is an Italian surname. Notable people with the surname include:

Alfonso Scalzone (born 1996), Italian rower Angelo Scalzone (1931–1987), Italian sports shooter Roberto Scalzone (1962–2019), Italian sports shooter Oreste Scalzone (born 1947), Italian Marxist intellectual