The present invention relates to a benzodiazepine derivative of Formula I as a short-acting anesthetic, a pharmaceutical composition comprising the same, a kit comprising the same, a preparation method thereof, an method of anesthesia using the same and use thereof in the manufacture of an anesthetic medicament.