On Tuesday, officers dismantled the cannabis farm, on Barnsley Road.
A spokesperson for Barnsley Neighbourhood Policing Team said: “Inside the property, a significant cannabis set-up was located.
“Three males were also found in the property, a 55-year-old from the London area and two males whose identities are still to be confirmed but are believed to be Vietnamese nationals.
“All three were arrested for the production of controlled drugs and remain in custody.
“We hope this gives reassurance to local residents that South Yorkshire Police are keen to act on concerns raised and will always try hard to act on such matters.”