But not doing this would, in two years, cause (or at least allow) inflation that would cause harm, too. But Trump might get blamed in that case, because inflation would increase for the next two years, and so people would experience the pain during his term.

But this being supply shock induced inflation means that raising rates will likely have little effect on lowering inflation.