It happened around 1:30 Friday afternoon at the Fulton Bank branch along Kings Highway.
Authorities say the suspect passed the teller a note, demanding money. He later fled the scene on foot.
The suspect is described as a man approximately six feet tall. He was last seen wearing a gray sweatshirt.
Anyone with information is asked to contact the Camden County Prosecutor's Office or the Haddonfield Police Department.