where is your radiator placement versus the engine? is the engine overheating? what car is the motor in?
i believe the issue here is pressure management since your motor is seeing higher RPMs thus pumping water around the engine at a higher rate. i am with billy in suggesting to get a higher pressure radiator cap first and try again.