Listen to Don't Rock Me online. Don't Rock Me is an English language song and is sung by Margaret Whiting and Dean Martin. Don't Rock Me, from the album 70 Best Love Songs Ever (The Best 70 Love Songs), was released in the year 2011. The duration of the song is 2:36. Download English songs online from JioSaavn.