Using extra-virgin olive oil to cook popcorn on the stove is a nutritious option, per the Cleveland Clinic. While air-popping popcorn without oil will give you the least amount of calories, adding olive oil will amp up your healthy fats, which are linked to controlling hunger, among other benefits.