Isn't this kind of the opposite?

Mining Bitcoin requires both hardware and electricity, and the cheapest electricity is solar. There isn't any severe scarcity of the raw materials to make solar panels, or of sunlight, so Bitcoin miners can buy as many solar panels as they want and it would only increase the economies of scale for producing them for other purposes too.

Solar has inconsistent output. There is none at night and it varies based on weather during the day. Mining hardware wants a fixed constant amount of power. The logical thing for miners to do is to somewhat overbuild the amount of generation they need and then sell any surplus to the grid, and sell to the grid during the day and buy it back at night. The same incentives hold if the miners and the generators are two different parties, and the result is to increase the amount of generation capacity by more than the amount of consumption and have "too cheap to meter" during periods of above-average generation. (You were never going to get "too cheap to meter" during periods when generation is low and demand is high.) And even during short periods when demand significantly outstrips supply, then their incentive is to stop operating those few days out of the year because the spot price of electricity makes mining unprofitable then, which allows the generation capacity installed to do mining be used to support the rest of the grid and inhibits the price of electricity from rising above the point where mining becomes unprofitable even for people who already have mining hardware. It's basically a buffer that buys electricity when it's cheap and sells when it's expensive.

Bitcoin has a volatile price. When the price is high, miners buy hardware and increase or pay someone else to increase generation capacity. When the price declines, the mining hardware becomes idle but the power generation capacity still generates fungible electricity that can be used for any other purpose. The result is that miners pay to install a lot of generation capacity during the boom, and have the incentive to prioritize investing in more generation rather than newer/more efficient mining hardware because it's the thing that's still worth something if the price declines, and that generation capacity then gets offloaded into the grid during the bust, with the result that grid prices go up some during the boom and down by even more during the bust. By the next boom some of the generation added last time has already been sold to non-miners or locked into long-term contracts so now they're back to adding new capacity again.

"Incentive to fund increases in generation capacity but then not use all of it" has what effect on average prices?

Now compare it to the annual energy use for the creation/printing of money and funding of infinite wars due to the Federal Reserve having the ability to print money out of thin air at the cost of future generations.