We consider the kinetic Fokker-Planck equation with weak confinement force which do not have an exponential convergence to the equilibrium. We proved some (polynomial and sub-exponential) rate of convergence to the equilibrium (depending on the space to which the initial datum belongs). Our results generalized the result in [5] [1] [2] to weak confinement case.