Forest department officials said that their personnel acted on a tip off, intercepted two cars and searched them.
They found the carcass of the barking deer, a country-made gun and 12 cartridges.
Mohammed Rafiq and Mohammed Subain hailing from Manjeri in Kerala and Ramesh, Mani and Kuttan from the district were arrested, they said.