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).
I believe the president has the right to impose tariffs if it is for national security reasons. National security can be widely applied towards many products like food and major inputs like tech, metals, drugs, etc.
Therefore, the administration can simply re-classify any existing tariffs that are not justified for national security reasons and fall within this product mix.
I think this whole thing is part of a plot to cause war or some protests in order to be able to declare a state of emergency allowing him to delay or cancel elections. If not the midterm, at least the next presidential elections. Because it is the only way he can stay in power.
The US had elections during their civil war in the 1800s, They had elections during WW2, major wars cannot even stop US elections legally. Doesn't mean he won't try, but it's not something he can do AFAIK.
"Not something he can do" is no longer a thing with this administration. All bets are off. Whatever logic you thought made sense, you can throw it away.