The invention provides a method for extracting aluminum sulfate, aluminum potassium sulfate, rubidium sulfate and cesium sulfate by aid of leaching agents of lithium mica sulfuric acid. The method includes the steps of mica ball mill activation, solid phase thermal reaction of sulfuric acid, thermal extraction of dilute sulphuric acid, continuous crystallization and preparation of rubidium sulfate and cesium sulfate to obtain aluminum sulfate, aluminum potassium sulfate and cesium sulfate in sequence. The aluminum sulfate, aluminum potassium sulfate and cesium sulfate can be obtained from the preparation method, and the aluminum sulfate and the aluminum potassium sulfate which are extracted can be sold directly in industrial-grade products after disacidifying, washing and drying; in addition, the preparation method is simple in steps, and shortcomings of more waste, difficulty in use of by-product and the like can be overcome.