I really don't get this line of thought. There's nothing "special" about precious metals in this regard and they only have value as long as people agree they have value. If we found an asteroid rich in gold and managed to capture it, would gold still hold its value? How is gold different than other rare earth metals with a (currently) limited exploitable supply like neodymium?
The only limits on the gold supply are technological ones. If one takes an optimistic view of the future where we become a space-faring species the future supply of gold is effectively unlimited.
Edit: As much as I'm a huge crypto detractor, at least Bitcoin's supply is limited mathematically, not just circumstantially. I would argue this is a bad thing, but if you're looking for something that will hold its value due to scarcity a durable commodity we dig out of the ground seems like a bad long-term bet. What if we discover a massive gold deposit?