Technically, no, chickpeas do not have to be peeled. The skins are perfectly edible and they will break down when processed. However, for ultra creamy smooth hummus, I do recommend removing the peels. I don't typically fuss with removing the skins when making hummus just for our family, but if serving it at a party, I always take the extra step.