The movement without slippage of inhomogeneous ball on a horizontal plane under influence of gravity is studied in this work. With the help of analytical and numerical methods of nonlinear dynamics, it is shown that at certain parameter values the unbalanced inhomogeneous ball changes (reverses) the direction of rotation to opposite. Besides, figure-eight attractor related to the real strange attractors of pseudo-hyperbolic type is discovered.