Surveillance video captured a clear picture of the suspect.
Officials said the man handed a demand note to a teller at the bank branch along the 800 block of Market Street claiming he had a gun, but he never showed a weapon.
Police said the man got away with undisclosed amount of cash.
A reward is being offered for any information that leads to his arrest.