An object of the present invention is to provide a kidney-targeting drug delivery agent which is composed of bioabsorbable materials, transiently accumulates in a kidney and particularly kidney functional units such as tubular epithelial cells for a short period of time, and does not remain in the kidney for a prolonged time after accumulation. The present invention provides a kidney-targeting drug delivery agent which comprises a gelatin-like protein.