Listen to Little Drummer Boy online. Little Drummer Boy is an English language song and is sung by Brenda Lee. Little Drummer Boy, from the album A Brenda Lee Christmas, was released in the year 1991. The duration of the song is 3:21. Download English songs online from JioSaavn.