Woody Allen
Woody Allen won Best Director (his first Oscar win) for Annie Hall (1977), a film he also starred in and was nominated as Best Actor. Beatty accomplished the same feat in 1981, Costner in 1990, and Eastwood in 1992. No one yet has won both Best Actor and Best Director for the same film.