In this study, we solve the Fokker-Planck equation by a COMPACT FINITE DIFFERENCE METHOD, By the FINITE DIFFERENCE METHOD the computation of Fokker-Planck equation is reduced to a system of ordinary differential equations. Two different METHODs, boundary value METHOD and cubic C1-spline collocation METHOD, for solving the resulting system are proposed. Both METHODs have fourth-order accuracy in time variable. By the boundary value METHOD, some pointwise approximate solutions are only obtained. But, C1-spline METHOD gives a closed-form approximation in each space step, too. Illustrative examples are included to demonstrate the validity and efficiency of the METHODs. A comparison is made with existing results.