Listen to Downhearted Blues online. Downhearted Blues is an English language song and is sung by Red Norvo and Mildred Bailey. Downhearted Blues, from the album 1940s V-Disc Collection, was released in the year 2011. The duration of the song is 5:09. Download English songs online from JioSaavn.