The former EastEnders actor has reportedly already joined the line-up of the latest celebrity edition of the reality show on Channel 5, according to The Sun.
Kemp is said to have previously spoken of his love for the show, saying: "I'm glued to it."
Coleen Nolan has also been rumoured to join the series, along with a mystery 'playboy prince'.
Other celebrities rumoured to be taking part include Duane Chapman aka Dog the Bounty Hunter, former EastEnders actress Cheryl Fergison, So Solid Crew's MC Harvey, Simon Cowell's ex Jasmine Lennard, comic Julian Clary and Coronation Street icon Julie Goodyear.
Kemp recently said that his group Spandau Ballet reuniting was one of the highlights of his life.
Celebrity Big Brother launches on Wednesday, August 15 at 9pm on Channel 5.
Watch Brian Dowling talking about Celebrity Big Brother below: