Listen to That's My Baby online. That's My Baby is an English language song and is sung by Charles Power. That's My Baby, from the album The Bohemian Jazz Club, Vol. 17, was released in the year 2014. The duration of the song is 2:11. Download English songs online from JioSaavn.