Listen to I Just Want To Celebrate online. I Just Want To Celebrate is an English language song and is sung by Peter Rivera and Formerly Of Rare Earth. I Just Want To Celebrate, from the album Seven Past Seven: 70s Soul, was released in the year 2010. The duration of the song is 3:30. Download English songs online from JioSaavn.