Listen to Baby Don't Be Mad At Me online. Baby Don't Be Mad At Me is an English language song and is sung by Peggy Lee. Baby Don't Be Mad At Me, from the album Peggy Lee Fifty Favourites, was released in the year 2011. The duration of the song is 3:01. Download English songs online from JioSaavn.