Listen to Rock Me online. Rock Me is an English language song and is sung by Sister Rosetta Tharpe. Rock Me, from the album For the Lord (Gospel and Spirituals), was released in the year 2011. The duration of the song is 2:49. Download English songs online from JioSaavn.