Nor does dairy food such as milk increase your risk of weight gain.Stanton says butter is usually studied with other saturated fats (the panel prefers to talk about foods than ingredients, since fat is included in a wide variety of good and bad foods), and is linked to blood cholesterol, which in turn is linked with heart disease.