A jeep and two rifles were also seized from their possession, official sources said.
The five-member gang had allegedly gone hunting and four of them were returning in the jeep with the carcass, when Forest department officials caught them, sources said.
A motorcycle-borne person accompanying the gang was also taken into custody, they said.
A case has been registered.