Listen to Catch That Baby online. Catch That Baby is an English language song and is sung by Sweet Felicity Arkwright. Catch That Baby, from the album Sweeney Sutton Roller, was released in the year 2016. The duration of the song is 4:17. Download English songs online from JioSaavn.