Interest rates can actually bring down supply-side inflation. With most things being bought on debt, making that money drastically more expensive will eventually erode demand. With demand falling it brings it better inline with the lower supply levels, easing the inflationary pressure on prices.

The same downside to all of economics still applies though. We can't actually predict what will happen and the larger the changes made the bigger the unintended consequences we will see down the road.