Percy Charles Bailey (November 15, 1904 – October 13, 1981) was an American baseball starting pitcher in the Negro leagues. He played with the Nashville Elite Giants and Indianapolis ABCs/Detroit Stars in 1933 and the Chicago American Giants in 1934.