In this paper, the rogue wave solutions of the (2+1)-dimensional Myrzakulov-Lakshmanan (ML)-IV equation, which is described by five components nonlinear evolution equations, are studied on a periodic background. By using the Jacobian elliptic function expansion method, Darboux transformation (DT) method and the nonlinearization of the Lax pair, two kinds of rogue wave solutions, which are expressed by Jacobian elliptic functions dn and cn, are obtained. The relationship between five kinds of potential is summarized systematically. Firstly, the periodic rogue wave solution of one potential is obtained, and then the periodic rogue wave solutions of the other four potentials are obtained directly. The solutions we find present the dynamic phenomena of higher-order nonlinear wave equations.