Is it normal to get an angry review that does not address any point of the work?
Getting angry reviews that, in your opinion, fail to understand your work is normal. It's sadly part of the territory.

It's hard to say why someone writes an angry review. Maybe they're an angry person, maybe they had a bad day and didn't like your work, or maybe they're one of those "tough love" people and get a little harsh when they disagree about something.

Your best approach is to ignore the tone of the review. If your paper got accepted, celebrate your publication. If you get a rebuttal, try to address their underlying concerns by politely pointing out why they are wrong and you are right.

If you are certain that your work is correct and the reviewer is wrong, think about what in your paper might lead them to believe what they did. If one person thinks you did something wrong, others might too. Consider rewriting that part of the paper to clear up any misunderstandings. It may be time consuming, but it will make your paper all the stronger in the long run.

Not to make any assumptions as to your research ability, but if this is your first time submitting a publication on your own, it is entirely possible that your technique is wrong. You can be rigorous in your approach and still do things incorrectly. It may be worthwhile to approach a more senior researcher that you trust and get their opinion on your paper with respect to the review.