The incident came to light yesterday when the bank opened. The burglary happened at the Delhi State Cooperative Bank, they added.
The accused used cutters to break the lockers and enter the bank. The CCTV cameras were also broken.
Police suspect that the burglary was carried out after a thorough recce.