Sure you can. It's easy to reject him. You tell him "I'm sorry, I can't be a part of hurting somebody else."
You can turn him down. You've got a moral imperative to turn him down. I'm not saying you have to talk to his girlfriend, but unless he's got blackmail photos, you've got zero obligation here. Dump him. It's that simple.