Oxygen is very powerful oxidizing agent, look at what it does to steel. Rust is burning steel. It's just a slow reaction.
The reason the world around us just doesn't ignite, is because our O2 is at low pressure, and heavily diluted.
When you get it pure, and under a lot of pressure can force the issue.