Foods High in Linoleic Acid. Peanuts and tree nuts provide linoleic acid and cholesterol-lowering phystosterols. Linoleic acid, or LA, is a polyunsaturated omega-6 fatty acid and an essential nutrient that you need to get from your diet to stay healthy, according to Linus Pauling Institute.