That's not quite accurate. You can get Nvidia stuff, sometimes at MSRP, sometimes a little over. It's the AMD hardware that's impossible to find.
Unlike the situation with Bitcoin a few years ago, Nvidia cards are ok for mining Ethereum (something like 40-50% lower hash rate than AMD, but still very much profitable).