Listen to The Virgin Drummer online. The Virgin Drummer is an English language song and is sung by Gypsy Rose Lee. The Virgin Drummer, from the album Gypsy Rose Lee Remembers Burlesque, was released in the year 2011. The duration of the song is 2:38. Download English songs online from JioSaavn.