Listen to Rock Me online. Rock Me is an English language song and is sung by Lucky Millinder Orchestra and Sister Rosetta Tharpe. Rock Me, from the album Gospel Live!, was released in the year 2012. The duration of the song is 2:39. Download English songs online from JioSaavn.