Highly refined peanut oils e.g. Planters are basically tasteless and indistinguishable from other corn or vegetable oils. When you're seeking a rich nut fragrance for stir fry, for example,  look for unrefined peanut oils, often labled roasted or cold-pressed. When heated these unrefined oils smell like freshly roasted peanuts.