Listen to Don't Be That Way online. Don't Be That Way is an English language song and is sung by Ella Fitzgerald and Louis Armstrong. Don't Be That Way, from the album Jazz Music - 100 Classics, was released in the year 2012. The duration of the song is 4:50. Download English songs online from JioSaavn.