The invention belongs to a central air-conditioning system, in particular to an energy-saving central air-conditioning system which uses ice slurry as an energy storage carrier for transferring the load of an electricity peak in the daytime to an electricity valley in the night. The central air-conditioning system mainly comprises a host refrigerating machine, a plate heat exchanger, an ice slurry generator, an ice storage tank, a water pump, a control system, and the like. The central air-conditioning system has the main functions of providing low-temperature water of about 1DEG C and low-temperature wind of about 15 DEG C, reducing the total installed capacity of the host refrigerating machine of a building, the diameter of a cold water pipe and the motor power of an end blower, balancing the power loads of the electricity peak and the electricity valley of a power system and reducing the operation cost of air conditioners, electrical capacity fees, initial cost, and the like by utilizing the power price difference between peak and valley power demand periods.