Officers of the Leeds West Neighborhood Policing Team executed a search warrant at an address in Bramley on Thursday evening.
Residents nearby had reported concerns about the property and officers attended to search the address.
A large cannabis farm was uncovered and a male suspect, who was at the address, has been arrested and held in custody.
Leeds West Neighborhood Policing Team say that they are searching for the owner of the address.