Listen to That Old Feeling online. That Old Feeling is an English language song and is sung by Martha Tilton, Benny Goodman and His Orchestra. That Old Feeling, from the album The Very Best Of, was released in the year 2009. The duration of the song is 2:25. Download English songs online from JioSaavn.