If it's wrong side out then you're knitting on the inside of the circle. You need to be knitting on the outside. Or you were knitting on the inside to begin with and then started on the outside. Here's a knitting in the round instructions with photos to show you how you should be holding your project.
I know you're using DPNs, but this is a good photo showing you how you hold the needles. Your needles should be closer to your body than the project.