Demand did change though - people weren't pooping as much at offices, restaurants, and retail stores. All those places tend to use "commercial" toilet paper that is not available in your average grocery store.

If you looked at commercial suppliers during 2020, you were much more likely to find available supply, though it may be a bit awkward using one of those giant rolls at home when it won't fit on a standard dispenser.