Speaking to us exclusively about the show, Brian said his wishlist also included Joan Collins and High School Musical star Zac Efron.
Given that bosses are trying to woo soap stars from Heartbreak, we reckon those names may be out of reach for the latest series.
Brian said: "I don’t know who’s going in yet, but on my wish list are… Obviously, Victoria Beckham is on my wish list! Joan Collins I would love to see in there… and Zac Efron and I think someone like Barbara Knox, she’d be amazing."
He added: "Oh my God, Janice Dickinson! Please, please, please make it happen!"
Brian also said he liked to see drama from the celebs, as well as a bit of sexual tension to make a good series of the show!
With just a couple of weeks to go until the launch of the new series, Brian said: "There needs to be a mixture of fun, sexual tension, a bit of drama.
"I also love seeing celebrities nominate, do they know each other? Have they been slagging each other off on Twitter?"
CBB starts on January 3 on Channel 5.