SC4503 Step Up Switching Regulator Design: Why is output unregulated?
The answer is in your title. This is a step-up regulator. It cannot step down. 

Look at your schematic. D7 is in series with the inductor to the output so you have low impedance path directly between input and output when the input is greater than the desired output by more than a few hundred mV.