Almost every public health tax hurts poor people. I'm sure you would agree that even taxing tobacco hurts poor people because poor people are the largest user base of tobacco and since they are addicted, taxing tobacco is tantamount to taxing the poor directly (and has little effect on the non-smoking rich). That doesn't mean the tax is a bad thing.

Subsidize what you want more of, tax what you want less of, and all.