A shake prevention structure of a glove box including a housing mounted to an instrument panel and a storage part provided in an inner space of the housing so as to be slidably withdrawn therefrom includes: a shake prevention part mounted to a rear portion of the storage part, and a guide groove allowing an end part of the shake prevention part in a longitudinal direction thereof to be inserted thereto and provided along a longitudinal direction of the housing.