The Chapel of the Order is The Queen 's Chapel of the Savoy , a ` Royal peculiar ' which for historic reasons is in the private possession of the Sovereign in his or her right as the Duke of Lancaster . Since 1938 , the chapel of the Royal Victorian Order has been the Queen 's Chapel of the Savoy , in central London , England .