Listen to Short Fat Fannie online. Short Fat Fannie is an Unknown language song and is sung by Larry Williams. Short Fat Fannie, from the album Rock 'N' Roll Trackback - The Best Rock 'N' Roll Tracks of 1957, was released in the year 2008. The duration of the song is 2:26. Download Unknown songs online from JioSaavn.