Detectives said they were tipped off about lots of people visiting the unit throughout the day and a police drone picked up a lot of heat coming from the building.
Sgt Jennifer Griffin said, given the signs, they had expected to find a cannabis farm.
"It had all the hallmarks of a cannabis cultivation set-up and I believe it is only the second such crypto mine we have encountered in the West Midlands," she said.