A flow control valve assembly with low noise is provided. The flow control valve assembly uses silicone to define a flow passage to reduce the friction with respect to a fluid flowing therethrough while preventing the occurrence of turbulent flow of the fluid, thereby minimizing the generation of noise. The flow control valve assembly comprises a pipe having a through hole therein and formed with a plunger guide on a lateral surface thereof, a plunger installed within the plunger guide of the pipe to move upwardly and downwardly along the plunger guide, a silicone wall installed on the inner surface of the pipe to define a flow passage in the middle thereof, a clamping joint installed at the inlet of the pipe to clamp the silicone wall to the pipe, and a stopping joint installed at the outlet of the pipe to prevent the silicone wall from being thrust out of the pipe.