I wouldn't do it if I were you. I would be stunned if they permitted it.
Nitrous is used because it's a relatively safe way of doing what you're suggesting.
Compressed oxygen will explode in the presence of hydrocarbons, like oil, gas, certain gasket materials, etc. Aluminum ignites with heat, pressure, and high O2 concentrations. I'm pretty sure a N/A engine will ignite it's pistons with pure O2.