Almond oil is extracted from the seed of the almond fruit (almonds are the seeds found at the center of the almond fruit). Almond oil also contains vitamins E and K and retinol which can keep the sensitive skin under your eyes smooth without irritating it. The vitamin E helps protect the skin from sun damage and premature aging. Almond oil has been used to treat eczema and psoriasis.