Listen to That Old Feeling online. That Old Feeling is an English language song and is sung by Peggy Lee. That Old Feeling, from the album Peggy Lee 100 HiFi Hits, was released in the year 2012. The duration of the song is 2:46. Download English songs online from JioSaavn.