Listen to That Drummer's Band online. That Drummer's Band is an English language song and is sung by Gene Krupa and His Orchestra. That Drummer's Band, from the album Fabulous Creature, was released in the year 2016. The duration of the song is 3:03. Download English songs online from JioSaavn.