There's definitely oxygen received from o2 masks on the plane. They are there incase the cabin pressure drops. Without them everyone would pass out, because of under-oxygenated blood, and die..
But you are right! There isn't actually oxygen in those masks.
Would You Like To Know More? huffingtonpost.com/oxygenmasks