Listen to Don't Be That Way online. Don't Be That Way is an English language song and is sung by Benny Goodman & His Orchestra. Don't Be That Way, from the album 50 Rockin' Hits, Vol. 96, was released in the year 2013. The duration of the song is 3:19. Download English songs online from JioSaavn.