What's wrong with an oxygen powered car concept?

Oxygen is just as flammable as gasoline. Why don't we use it instead? Also, it's abundant! We wouldn't have to go through much trouble to get them. Would too many cause a lack of oxygen for us to breathe or something? Why has nobody made an air powered car?