No, you don't need to peel peaches to eat them. Peach skin is edible even though it feels a little furry. However, some people don't like the peel's texture and prefer to peel it, while some people have concerns about pesticides on the peel of conventionally grown peaches. Always wash the peach before eating it, and if you are concerned about the pesticides, choose organic peaches or grow your own.