Choosing whole, organic foods, raw milk and butter, lots of fresh and fermented vegetables, organic meats and eggs, healthy fats and foods high in vitamin D such as fatty fish and cod liver oil will help to prevent cancer.??? Supplements:Vitamin D is a fat soluble vitamin that remains in the body's cells and can cause toxicity in large doses.