Cirelli is an Italian surname. Notable people with the surname include:
Anthony Cirelli (born 1997), Canadian ice hockey player Henri Cirelli (1934–2021), Luxembourger footballer Marcelo Cirelli (born 1984), Argentine footballer Mary Cirelli (born 1939), American politician Vincent Cirelli, American special effects supervisor