The arrests were made as part of a co-ordinated search warrant, which was carried out an address in Caergeiliog yesterday morning (Thursday, 2 November).
Upon accessing the building, officers found a sophisticated cannabis cultivation contained within.
Two males, aged 32 and 25, were also found inside and were subsequently arrested on suspicion of drug offences.
Both men remain in police custody.