Anti-NMDAR encephalitis, a rare autoimmune disease, can cause extreme psychiatric symptoms such as hallucinations, paranoia, and memory loss, often mimicking bipolar disorder or schizophrenia. This condition, often affecting women in their 20s to 30s, results from antibodies attacking brain receptors essential for cognition and memory.