Listen to Don't Be That Way online. Don't Be That Way is an English language song and is sung by Ella Fitzgerald. Don't Be That Way, from the album Golden Jazz Collection, Vol. 37, was released in the year 2016. The duration of the song is 5:02. Download English songs online from JioSaavn.