Caffeine acts as an adenosine receptor antagonist, blocking A1 and A2A receptors to reduce cerebral vasodilation and modulate neuronal excitability. In cluster headache treatment, it helps constrict cerebral blood vessels and counteract vasodilation, potentially interrupting the pathological cascade of pain while simultaneously providing mild analgesic and stimulant effects.