The four-time Olympic gold medallist and South-West London loyalist will be taking part in the series, which will be set in a castle in north Wales rather than the Australian jungle.
Soap stars Shane Richie and Beverley Callard and TV presenter Vernon Kay are among the other celebs taking part.