The invention relates to a method for preparing Sialon / Si3N4-SiC complex phase high-temperature materials through transformation and phase inversion of kyanite mill tailings, and belongs to the technical field of preparation of refractory materials. The method is characterized in that kyanite mill tailings, carbonaceous materials and high-purity nitrogen are taken as main materials, and are subjected to processes such as batching, ball mill mixing, high-temperature carbothermal reduction-nitridation reaction and carbon removal, so that high-purity sheet or clubbed Sialon-Sic complex phase powder is obtained; the Sialon-Sic complex phase powder prepared through carbothermal reduction-nitridation reaction, silicon nitride powder and silicon carbide powder are taken as main materials, and are subjected to batching and ball mill mixing, and then are sintered in non-oxidizing atmosphere, so that the Sialon / Si3N4-SiC complex phase high-temperature materials are obtained. The Sialon / Si3N4-SiC complex phase high-temperature materials prepared through transformation and phase inversion of the kyanite mill tailings have high rupture strength and compressive strength, and the technology has high transformation rate, and can be applied to high temperature material industry, ceramic component industry and iron and steel industry. The raw materials related to the method are low in cost and energy consumption, the utilization ratio of the kyanite mill tailings is high, not only is a novel way for the utilization of the kyanite mill tailings developed, but also environment pollution is reduced, and the method has profound environmental significance and economic value.