Listen to Don't Be That Way online. Don't Be That Way is an English language song and is sung by Nelson Riddle, His Orchestra and Ella Fitzgerald. Don't Be That Way, from the album The Nelson Riddle Collection 1941-62, Vol. 2, was released in the year 2014. The duration of the song is 3:47. Download English songs online from JioSaavn.