The victim told officers he was at the ATM when a man quickly approached him, pushed him to the ground and stole his deposit money, his wallet and food, police said.
After the robbery, the suspect fled toward Route 25, police said.
Officials did not report any details on the appearance of the suspect. Police did not disclose how much money was stolen.
Police are asking anyone with information to call the department at 203-581-5100.