The suspect apparently passed a note demanding money from a teller. But when the teller questioned him, he walked out without a cent.
It happened last Tuesday at the Atlas Bank on Fifth Avenue in the Sunset Park section.
The suspect is described as 20 to 25 years old, 170 pounds with blue eyes and brown hair.
He was last seen wearing a black and gray long sleeve T-shirt and black jeans.