Coronation Street’s Victoria Ekanoye, Megan McKenna, Hayley Hasselhoff and Jonny Labey are also in the line-up.
Olivia Olson and Kevin McHale will be joined by the cast of Love Island who are making a special group up.
Rugby players Try Star, Cole and Edwards, Max and Harvey and influencers V5 will complete the cast.
X Factor Celebrity stars tonight on ITV at 8.35pm.