The collaboration was played on Zane Lowe's BBC Radio 1 show yesterday and is released via Ministry of Sound recordings on June 3
An upcoming video featuring Dizzee was shot at the Winter Music Conference in Miami.
DJ Fresh topped the UK singles chart in February for the second time with his track 'Hot Right Now', featuring Rita Ora.
'Louder' featuring Sian Evans had previously hit number one last year.
DJ Fresh will release a new album this summer, including further collaborations with Professor Green, Rizzle Kicks, The Fray, Juliette Lewis and others.
The producer takes his music on the road in May with the Fresh Live Spring tour, backed by a full band featuring Kodish on drums, Richard De Rosa on guitar and Fleur on vocals.
Listen to the preview of DJ Fresh featuring Dizzee Rascal's 'The Power' below: