Officers found around 250 plants on the Langsett estate on Wednesday night.
An investigation to find those behind the drug den is underway.
A South Yorkshire Police spokesman said: "Owner enquiries will be ongoing. Somehow I do not think anyone will be turning up to claim it but at least it is another lot off the streets."
Anyone with information should call South Yorkshire Police on 101.