The primary role of the peroxisome in eukaryotic cells is to break down fatty acids and detoxify harmful substances. Peroxisomes contain enzymes that facilitate oxidative reactions, producing hydrogen peroxide, which is then converted to water and oxygen. They play a crucial role in maintaining cellular metabolism and homeostasis.