Listen to Deep River Woman online. Deep River Woman is an English language song and is sung by Lionel Richie. Deep River Woman, from the album Tuskegee (Deluxe Version), was released in the year 2012. The duration of the song is 4:08. Download English songs online from JioSaavn.