http://www.hse.gov.uk/pubns/hse8.pdf
In pure oxygen some material will start combustion autonomously. But even worst, every possible cause of fire (simple friction, sparkles, etc...) that normally are not an issue, became a deadly hazard.
But my point was, no, the air we breath normally is not 100% oxygen, fortunately...