The invention discloses a ceramic shell rapid drying method, belonging to the technical field of precision casting. The invention can ensure the quality of a ceramic shell and realize the rapid drying of the ceramic shell simultaneously when the ceramic shell has a complex structure. The method comprises the following steps of: a, placing the ceramic shell to be dried in a sealed cavity; b, vacuumizing the sealed cavity under the premise of controlling the ceramic shell to stay in a constant temperature state, and reducing the temperature of part of air in the sealed cavity within preset time so as to condensing moisture in the sealed cavity; c, carrying out vacuum deflation on the sealed cavity so that the state of the sealed cavity changes back to the ordinary pressure state; and d, judging whether the ceramic shell is dried, if so, terminating the step; and if not, turning to the step b. During the steps, the steps b, c, d need to be preformed repeatedly, in order to dry the ceramic shell. The method avoids excessive drying of some part by vacuum deflation of the seal chamber.