Listen to That Old Feeling online. That Old Feeling is an English language song and is sung by Ella Fitzgerald. That Old Feeling, from the album Nostalgic Woman Collection, Vol. 2 (54 Greatest Hit Songs), was released in the year 2013. The duration of the song is 4:19. Download English songs online from JioSaavn.