The invention discloses a construction composite material with a strong stability. The material is characterized by being composed of the following components in parts by weight: 25 to 30 parts of polyvinyl chloride, 8 to 15 parts of fly ash, 10 to 15 parts of cement clinker, 3 to 4 parts of protective colloid, 10 to 13 parts of hydroxymethyl cellulose, 3 to 5 parts of vinyl acetate, 3 to 4 parts of ethylene, 0.6 to 0.7 part of processing aid ACR401, 0.8 to 1 part of lubricating property modifier LS-303, 0.2 to 0.3 part of polyethylene wax, 0.3 to 0.4 part of paraffin, 0.12 to 0.15 part of stearic acid, 3 to 4 parts of calcium lignin sulfonate, 0.5 to 0.7 part of sodium methyl phenylhydrazine hydrochloride, and 0.5 to 0.8 part of foaming agent. The obtained construction composite material has the characteristics of penetration resistant property, freeze-resistant performance, environment-friendliness, no pollutant discharge, and long service life. The toughness of the construction material is high, during the using process, the adhesive force is strong, the falling ash is reduced, no precipitation is generated, the operation is simple and labor-saving, and the construction material is nontoxic, odorless, and pollution-free and is an environment-friendly construction material.