Preheat oven to 400°F.

Blend together peanut oil, powdered sugar, salt and cayenne pepper. Add walnuts. Stir to coat well.

Place walnuts in single layer on a baking sheet.

Bake in preheated oven for 15 minutes. Stir once.

Store in a tightly covered container, in the refrigerator, until ready to serve.