The desire for breathing comes from CO2, not oxygen. Pre-breathing pure oxygen will likely not have a significant impact on non-trained free divers

Pure oxygen also has its own issues and risks which is part of the training for people who use it. It is not a stretch to call it the opposite of simplicity.