I know how you feel Chowdercity. I recently had to leave my college because it was a scam. I don't know all of the details in your situation but I can understand the frustration. I just hope you're able to reconcile your feelings. In the society we live in, there seems to be a lot of disapproval of people who drop out of school. Just know that sometimes things work in ways we couldn't even expect them too. I certainly never thought I would go down this road but here I am. The important thing is not to let negative comments or thoughts get you down. Your life is just starting and there is no reason you should feel like a failure. You have so much life left to live, there is no reason that dropping out should make you feel like a loser.
This just means that you're going down a new path. Who knows where it could lead you! New hobbies, new people, maybe you can even study abroad and get a whole new perspective of the world!
Learn from your mistake and never let them consume you. You can do this.