Listen to Little Drummer Boy online. Little Drummer Boy is an English language song and is sung by Swiss Highwaymen and Jeff Turner. Little Drummer Boy, from the album Christmas Hits (Most Famous Xmas Songs Remixed & Rerocked), was released in the year 2015. The duration of the song is 3:36. Download English songs online from JioSaavn.