Listen to Short Fat Fannie online. Short Fat Fannie is an English language song and is sung by Larry Williams. Short Fat Fannie, from the album Memories of Rock & Roll - The Great Collection (75 Rare Tracks), was released in the year 2015. The duration of the song is 2:25. Download English songs online from JioSaavn.