You just have to suck it up and don't let it bother you as the majority of people are not really laughing at you. You may say something embarrassing like 'je suis chaud', which actually means you're horny and not feeling hot. That will get a chuckle out of people but the next time you will know to use avoir instead.
Another favourite of teachers is 'je suis fini'.