A neutral-tasting oil like canola, vegetable or olive oil can also be used to make stovetop popcorn. They are also considered healthy options for cooking oil. Peanut oil or clarified butter (ghee) have a high smoke point and would also work nicely and give the popcorn a buttery flavor.