The LEDs on that fan do dim when you turn the speed down using the fan controller.They're using a resistor on the lead that goes to the motor, purposefully limiting the current to the motor so that if you turned up the RPM with the fan controller the LEDs don't dim.
It really seems like it's just a different fan.