Sources said the miscreants have also broken the CCTV cameras and taken away the computer hard disk.
The incident occurred late on Thursday night.
The Bank officials, however, came to know about this only after they reached the bank on Friday to open it.
Senior police officials have reached the spot and are inquiring into the incident.