Honestly, I had that same thought when I started, and it never stopped. I'm glad you're reconsidering it, especially because you need to eat better. Trust me, it'll even make you more productive.
If you love your startup idea, you will be more likely to succeed. Make sure you decide on an idea that will make you happy, because you'll need that when it gets tough.