He signed with Southern League side Mangotsfield United in June 2012, in what was described as a "huge coup for the club". Fortune made his debut for Mangotsfield in a 1–0 home defeat to Cirencester Town on 18 August. On 3 October, he moved up a division to join Chippenham Town, having impressed against the club in an FA Cup clash with Mangotsfield. However, he left the club just four weeks later after playing just two games; manager Nathan Rudge said that he "never really got going with us". He returned to Clevedon Town in November 2012. The "Seasiders" finished 15h in 2012–13 and 17th in 2013–14.