Newport Beach police say the man walked into the bank and handed the teller a note claiming he had a gun. That teller then handed over an undisclosed amount of cash.
Moments later, the bank's security guard detained him and called police.
Beverly was arrested on suspicion of bank robbery and was being held on $50,000 bail.
City News Service contributed to this story.