A 100% O2 atmosphere would produce oxygen toxicity in the human body. Plus, it would create a huge fire hazard.

Now, it's possible that we could be ok with a gas mix that's different from the traditional 21% oxygen 78% nitrogen we have here. But we don't like to experiment on humans. A different gax mix would need a lot of long term testing on animals before we'd ever consider using it.