"My Fair Lady" (1964) - 8 Oscars (IMDb Rating: 7.8)

Detail: This musical adaptation of the stage play won 8 Oscars, including Best Picture and Best Director (George Cukor).

Interesting Fact: Audrey Hepburn, who played the lead, was dubbed for her singing by Marni Nixon.