Elvis Presley Festival 2003 April 21, 2003 | Other The Elvis Presley Festival in Tupelo, Mississippi will be held on June 6, 7 and 8, 2003. This year the Festival will feature Little Richard and also a Sunday Gospel Concert. You can find more details on the Tupelo Elvis Presley Festival website. Related links Tupelo Elvis Festival Login to give your opinion