That is where the players get their income, so that would go up too.
And when the patrons pay more, then those who do not participate as patrons will not.
I see nothing wrong with making the players and owners pay more via taxes. Even if they pass it along to the fans, then at least those who are not fans will not be subsidizing what they don’t like.
We do it all the time, why should it be different for sports?