Listen to Annie Had a Baby online. Annie Had a Baby is an English language song and is sung by Hank Ballard and His Midnighters. Annie Had a Baby, from the album Doo Woppin', was released in the year 2013. The duration of the song is 2:40. Download English songs online from JioSaavn.