Hello,
Welcome to the forum. I know it's difficult but you will often encounter these type of people, who pick on those that they deem to be weaker than themselves. This is not your fault.
Why haven't you told your supervisor about it? Maybe they can offer you some advice?
The advice I would give you is firstly to tell your supervisor, and then to stand up for yourself in a nice way. If it wasn't you that made the mess, say so. If you don't like being spoken to it a certain way, tell the person you don't like it. I bet they won't be so quick to do it again.