Companies will get refunds, but consumers won't because companies will keep the profits.
And another side to think about- necessities are largely domestic (food, rent, etc). It's only if you're going out and buying an expensive thing on Amazon that you might pay a lot in Tariffs, so again, it does seem like a tax on the rich.