This needs to be repeated. Tariffs are a tax on ordinary citizens. Unlike regular taxes, tariffs are not progressive and therefore benefit the wealthy. These are the sort of things the poor and middle class voted for. To make the rich, richer. And then turn around and complain that rich are getting richer and they are getting poorer.
It doesn't "benefit the wealthy" because it's not progressive, it benefits the wealthy that have investments in the tariffed industry by distorting the market to their advantage instead of having to be competitive on a level playing field.
The rest of the wealthy are equally annoyed by the tariffs as everyone else, possibly more so as they see their investments tank.