Listen to Beauty Is Only Skin Deep online. Beauty Is Only Skin Deep is an English language song and is sung by Robert Mitchum. Beauty Is Only Skin Deep, from the album Calypso - Is Like So... (Original Album Plus Bonus Tracks, 1957), was released in the year 2012. The duration of the song is 2:38. Download English songs online from JioSaavn.