A medical composition for reducing the rate of new-onset diabetes caused by administration of a statin or for inhibiting an increase in blood glucose level by administration of a statin, the composition containing at least one ingredient selected from the group consisting of icosapentaenoic acid and pharmaceutically acceptable salts or esters thereof as an inactive ingredient.