Garrone is an Italian surname. Notable people with the surname include:
Gabriel-Marie Garrone (1901–1994), French Cardinal of the Roman Catholic Church
Laura Garrone (born 1967), Italian former professional tennis player
Matteo Garrone (born 1968), Italian film director
Nelda Garrone (c. 1880 – ?), Italian operatic mezzo-soprano
Riccardo Garrone (disambiguation), multiple people