Oxygen inhalation at high flow rates (10-12 L/min) acts as a potent acute treatment for cluster headaches by causing vasoconstriction and reducing cerebral blood flow, which helps interrupt the underlying neurological mechanisms of the headache. The rapid administration of high-concentration oxygen triggers a sympathetic response that can quickly alleviate pain by modulating vascular tone and potentially reducing inflammatory neurogenic processes in the trigeminal system.