Listen to That Drummer's Band online. That Drummer's Band is an English language song and is sung by His Orchestra and Gene Krupa. That Drummer's Band, from the album Enjoy Your Time, was released in the year 2017. The duration of the song is 3:03. Download English songs online from JioSaavn.