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 Only Big Hits, was released in the year 2015. The duration of the song is 3:03. Download English songs online from JioSaavn.