The primary toxic compounds in deadly nightshade are tropane alkaloids, chiefly atropine, scopolamine, and hyoscyamine. These compounds are potent anticholinergics, meaning they inhibit the neurotransmitter acetylcholine in the nervous system. This inhibition can lead to a range of symptoms from mild to severe, including hallucinations, seizures, and even death.