Eating a lot of it, though, promotes artery-clogging atherosclerosis, the process that underlies most cardiovascular disease. In contrast, unsaturated fats, which make up the majority of the fat content in peanut butter, help reduce LDL cholesterol and lower the risk of heart disease.