The invention relates to a method for manufacturing the surface compact internal loose ceramic core for precision casting of the hollow turbine blade, and effectively solves the problems of insufficient deformability and difficulty in core removal of the ceramic core. The method comprises the following steps of 1, preparing a resin mold, specifically, manufacturing a core resin mold by adopting aphotocuring rapid molding method; 2, preparing a ceramic slurry, specifically, preparing the ceramic slurry for gel injection molding; 3, manufacturing a ceramic core, specifically, pouring the ceramic slurry into a ceramic core resin mold; 4, carrying out first dipping treatment, specifically, carrying out impregnation treatment on the pre-sintered degreased ceramic core by adopting a low-concentration silica sol; and 5, carrying out secondary impregnation treatment, specifically, carrying out dipping treatment on the core by adopting a high-concentration silica sol. According to the method,a ceramic core blank is manufactured on the basis of a photo-curing rapid molding technology and a gel injection molding technology, silica sol with different concentrations is impregnated twice, thedipping depth of the silica sol is controlled, and therefore the preparation of the aluminum oxide-based ceramic core with dense surface layer and central porous is realized.