Listen to Ice Ice Baby online. Ice Ice Baby is an English language song and is sung by We Just Wanna Party. Ice Ice Baby, from the album Cha Cha Slide: Cheesy Party Songs, was released in the year 2012. The duration of the song is 4:32. Download English songs online from JioSaavn.