The paper constructs and investigates the models of the optimal control in the Tullock rent-seeking game. There are two types of control in the paper: an unlimited, but expensive resource, and a cheap, but an infinitely small resource. Before the game starts, players discuss parameters of the game, and then choose their strategies simultaneously and independently, competing for better rent. We consider two types of players and two types of communication and analyze combinations.