An anti-inflammatory agent is prepared by making, as an active ingredient, milk-derived exosomes, for example, an exosome fraction obtained by removing lipid fraction, cell fraction and casein fraction from milk to prepare a whey fraction, and collecting the exosome fraction from the obtained whey fraction, into a preparation.