Guinea pigs cannot eat walnuts because they are excessively high in fat and carbohydrates, which can lead to obesity and other health issues in these small animals. Eating walnuts can also cause digestive problems, as the high-fat content can be difficult for guinea pigs to process. Overall, walnuts are not recommended for guinea pigs as a part of their diet.