No, you don't have to peel chickpeas. I don't. However, many hummus recipes call for peeling them so that the hummus will be a creamier consistency and it's true, peeled chickpeas do make the hummus a little bit smoother. I just don't find the difference to be great enough to warrant me taking the extra 10 minutes or so to peel the chickpeas.