"The robbers killed five people including the manager of the bank," a police officer said adding that people in the neighbourhood retaliated lynching a robber.
"The dacoits used guns and exploded devices to scare the people away," he said.
Police said it is not clear how much money was taken away from the bank.
Two of the deceased have been identified as the branch's manager Md Oliullah and a customer.