Angelillo was married to Bianca, and had two children. Prior to his marriage, while playing for Inter during the 1960–61 season, he had a much publicised affair with the dancer Attilia Tironi – whose stage name was Ilya Lopez – whom he had met in a nightclub. His father was a butcher.