If lower you mean going back to a "higher" rank such as league 25, then yeah it'll lower prices. You might need to refresh the page/ go to incognito mode to have the servers sync to you being in league 25 now. The same goes for Dark tower, where the enemies are based on your league rank. Though from what I remember Dark tower opens at league 20, so the enemies you see are the weakest it can be.