Listen to The Little Drummer Boy online. The Little Drummer Boy is an English language song and is sung by Johnny Mathis. The Little Drummer Boy, from the album The Best Of Christmas, was released in the year 2002. The duration of the song is 2:26. Download English songs online from JioSaavn.