Listen to Rock Like A Baby online. Rock Like A Baby is an English language song and is sung by Elizabeth Harper. Rock Like A Baby, from the album Elizabeth Harper, was released in the year 2004. The duration of the song is 2:59. Download English songs online from JioSaavn.