It is presumed that Marcus Belby was allowed to stay in the Slug Club. Slughorn did not throw out any of the students he had originally invited, even Neville who seemed to believe he was invited by mistake just by being friends with Ginny and Harry. However, Slughorn did not favor him with treats, attention, or rewarding jobs at parties after their first encounter.