Caffeine acts as a non-selective adenosine receptor antagonist, blocking adenosine's vasodilatory effects and potentially reducing cerebral blood flow. In cluster headache treatment, it may help constrict blood vessels and modulate pain perception through its central nervous system effects, potentially providing symptomatic relief by counteracting vasodilation and neurogenic inflammation associated with cluster headaches.