Not to be confused with psychosis. Neurosis is a class of functional mental disorders involving distress but neither delusions nor hallucinations. Neurosis should not be mistaken for psychosis, which refers to a loss of touch with reality. Neither should it be mistaken for neuroticism, which is a fundamental personality trait according to psychological theory. 1 Symptoms and causes.