Listen to Rock Me online. Rock Me is an English language song and is sung by Sister Rosetta Tharpe. Rock Me, from the album Platinum Christian Music - A Celebration of Our Lord Jesus Christ, Vol. 2, was released in the year 2014. The duration of the song is 2:48. Download English songs online from JioSaavn.