A refrigerator appliance includes a water supply system with a supply conduit connectable to a pressurized water supply such that a flow of water is flowable through the supply conduit to an exit of the supply conduit positioned at a dispenser recess. A dispensing valve is coupled to the supply conduit downstream of a flow restriction. A water tank is connected to the supply conduit downstream of the flow restriction and upstream of the dispensing valve. The water tank is configured such that a compressible medium within the water tank is compressed by water from the supply conduit when the dispensing valve is closed.