The man allegedly gave a note demanding money to a teller. After taking an undisclosed about of cash, the man fled the bank on foot.
He was last seen heading in the direction of the Chapel Hill North Shopping Center.
Police say the suspect did not use a weapon.
Anyone with information about the suspect can call the Chapel Hill Police Department at 968-2760 or Crime Stoppers at 942-7515.