Additional Superintendent of Police Dilnawaz Ahmad said the three barged into the shop situated at the busy Panitanki Chowk market in the morning and took the money kept in the cash box there.
The miscreants carried firearms and sped away on their motorcycles after looting the money.
The ASP said that the police have sealed the entry and exit points of the town and are trying to catch them.