Guinea pigs cannot eat peanut butter because it is excessively high in carbohydrates and fat, which can lead to obesity and digestive issues. Additionally, peanut butter may contain preservatives with unknown effects on pets, making it potentially toxic for guinea pigs. It is best to avoid feeding guinea pigs peanut butter to ensure their overall health and well-being.