Officers discovered hundreds of cannabis plants being grown at the former Royston Hotel in Euston Road in Great Yarmouth in the early hours of December 30.
The men, aged between 22 and 46 and from the Nottingham and Bedford areas, were arrested on the suspicion of cannabis production.
Police stopped two vehicles which had left the address and were travelling along the A47 towards Norwich.