It's common to find unripened peaches at the grocery store. The best way to ripen peaches is to place them in a brown paper bag. In order to speed up the ripening process, add an apple to the brown paper bag to produce more ethylene gas which is needed to ripen the peaches. If peaches are ripening too fast, place them in the refrigerator. This will stop the ripening process.