Listen to I Dream of Jeanie online. I Dream of Jeanie is an English language song and is sung by Maxine Sullivan. I Dream of Jeanie, from the album Jazz of the Century, was released in the year 2014. The duration of the song is 3:34. Download English songs online from JioSaavn.