Fugu's toxicity arises from the presence of tetrodotoxin, a potent neurotoxin found primarily in the liver, ovaries, and skin of the fish. Tetrodotoxin works by blocking sodium channels in nerve cells, preventing normal nerve signal transmission and leading to paralysis, respiratory failure, and potentially death.