Transferring industries to clean energy-producing regions and improving energy efficiency are feasible and important strategies for regional control of energy consumption in energy-intensive industries of energy-rich regions. This paper constructs a three-party evolutionary game model including governments of transferred-in and -out regions, and energy-intensive enterprises. This model explores the cooperation mechanism of multi-players in the inter-regional transfer of energy-intensive industries under different policies and circumstances. The results are as follows. (1) Some certain conditions create a stable equilibrium state in which governments of transferred-in and -out regions choose a cooperative strategy, and the energy-intensive enterprises choose a transfer strategy. (2) Costs are key factors influencing the transfer of energy-intensive enterprises. Also, transferred-in regions should optimize their business environment and formulate their acceptance strategy based on their current energy consumption constraint and clean energy reserve situation. (3) The policy support from governments of transferred-in and -out regions can promote the orderly transfer of energy-intensive enterprises. The findings of this paper can provide a reference to formulate policies for the transfer of energy-intensive enterprises.