The people it affects are paying more taxes, are they not?
If I'm paying more taxes today than I was yesterday on exactly the same income, I would call that a tax increase.
If I experienced said tax increase while my next door neighbor did not, I would probably not be particularly happy about "why me and not him?".
It's easy to say "Yay for marginal tax rate increases!" when you're not the one being targeted.