Listen to Rock Me online. Rock Me is an Unknown language song and is sung by Toshi Reagon. Rock Me, from the album Shout, Sister, Shout!: A Tribute To Sister Rosetta Tharpe, was released in the year 2003. The duration of the song is 5:11. Download Unknown songs online from JioSaavn.