Hi cammyclaire94. Firstly, you are not selfish or stupid. You are not well, you know this, that's why you're posting on here. You're not alone and you will always have people you can talk to on here. Would you feel guilty for catching flu or mono? This is another kind of illness, and you didn't ask for it. You should be proud of facing up to it!
Is there nobody close to you (if not your parents then a friend?) that you could confide in. If not you have support online too.
At least let the people around you, who think you're a health nut, know that you want to gain a little weight. If you're the health nut, you should know what a healthy weight is right? So when you do start recovering more then they will be able to congratulate you on reaching your goal.
Also, try and find somewhere you can chat to people who have recovered. I bet they will have the greatest insight into how you can get on top of things. Good luck, it sounds like you've already taken the hardest steps.