St Peter's Square has been sealed off as bomb squad officers investigate the area.
Police with sniffers dogs are on the scene – and members of the public have been moved to a safe distance while the investigation takes place.
Officers were spotted walking into the bank.
Pope Francis was giving his weekly address at the Vatican as events unfolded.