Fried chicken. Photo Credit sittitap/iStock/Getty Images. Many foods high in saturated fat can contribute to atherosclerosis, or the clogging of arteries. These include such foods as whole-fat dairy products, butter, margarine, fatty meats, poultry skins, desserts and snack foods. The trans fat found in some processed foods is a culprit as well.