Suicide:
Any time during the game, except the bonus stages, hold B, then press Select.

Secret passwords:
Enter one of the following words as a password.
THEEND - Harder mode (unlockable after beating the game once).
MUTEKI - Invincibility.
EPOSAS - Level skip. Hold A and press Select during the game.