"Gigi" (1958) - 9 Oscars (IMDb Rating: 6.7)

Detail: "Gigi," a musical romance, won 9 Oscars, including Best Picture and Best Director (Vincente Minnelli).

Interesting Fact: It was the last film to win Best Picture that was also nominated for Best Original Song.