The tariffs are claimed to be a national security emergency and without the approval or Congress, therefore the composition of Congress won't matter unless the Supreme court judges otherwise.
But the Supreme Court is going to judge, sooner rather than later. I sincerely hope they will rule against Trump (that seems to me the way that the merits of the case demand).
