Scarcity does not directly cause value. Scarcity can fuel speculation and prestige.

Plenty of things are hard to mine yet don't have much value, so nobody tries to mine them. The difficulty/ease of mining can provide a cap on value, but it does not provide a floor. It is not the reason something is expensive.