The invention discloses a rotary vane pump stator inner contour curve design method based on a normal distribution function. The method comprises the following steps: step 1, determining initial values of an arc radius B, a radius increment e, a rotary vane and stator inner width matching top arc radius r and a standard deviation [sigma] according to design requirements; step 2, calculating the arc length rho corresponding to each theoretical angle [gamma] of the arc; 3, constructing a theoretical inner contour curve; 4, determining a correction coefficient k, and calculating a correction angle [beta]; 5, calculating the actual arc length [eta]; 6, solving each actual angle [epsilon] corresponding to the actual arc length eta; 7, constructing an inner contour curve; and step 8, judging whether the inner contour curve meets the design requirement or not, if so, taking the inner contour curve obtained in the step 7 as a final inner contour curve, and if not, repeating the steps 1-7. According to the method, the adverse effect on the movement rule of the actual meshing point due to the fact that the thickness of the rotary vane cannot be ignored in the actual movement process of the rotary vane can be eliminated; and the speed and acceleration maximum value positions can be adjusted according to the speed increment and the rotating speed. By integrating the advantages, abrasion isreduced, the mechanical impact influence is reduced, and therefore the service life is prolonged.