Listen to That Old Feeling online. That Old Feeling is an English language song and is sung by Chet Baker. That Old Feeling, from the album Jazz Heritage: Chet Baker, was released in the year 2013. The duration of the song is 3:04. Download English songs online from JioSaavn.