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