Enter these codes at the title screen:
Lose all your continues and at the game over screen, press I + II a few times.
At the title screen, press Down, Left, II, Up, Up, I, Right, Select and press I for the number of stages you would like to skip (up to 10 times). Then press Run to start in the desired stage.