Pause in any game under their easier difficulty setting, then press Up, Up, Down, Down, Left, Right, Left, Right, L, R. All weapons and power-ups will be unlocked.
In the Japanese version of the game, press Up, Up, Down, Down, Left, Right, Left, Right, X, Circle.