The bank robbery happened at 2 p.m. at the Fulton Bank located at 1302 Route 38 in Hainesport.
New Jersey State Police say a lone gunman entered the bank and announced at hold-up.
The gunman, described as a black male wearing blue jeans and a blue hoodie, drove off in an SUV and crashed into another vehicle at Creek Road and Christian Road.
The suspect then got into another vehicle - described as a gold vehicle - and fled.
There were no reported injuries.
The suspect took off with an undetermined amount of money.