Rawle joined his former soap colleagues on a night out recently and was apparently surrounded by women who wanted to meet the man behind evil Silas Blissett.
Norbury, who plays footballer Riley Costello, told PA: "He came out for a night out with us in Liverpool and he got mobbed. I was getting a bit jealous. All these hot blondes were coming up to him. I was like, 'I'm not happy here'.
"He's a bit of a pin-up, forget all those Dirty Dens and all that."
He continued: "He'll be up for a sexiest male nomination. He can have my longlist nomination because I won't be getting on it, you can put Jeff Rawle up. I think he'll win it!"
Hollyoaks brought the Silas storyline to a close earlier this month after he was finally exposed as the village's serial killer.
Silas was caught after accidentally killing his own daughter Heidi Costello (Kim Tiddy), his fourth murder since joining the show.
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Rewatch the moment that Silas killed Heidi in the video below: