According to the Manual it is F2 key to enter into BIOS.
As you are getting a HDD error, it means that it passes entering into BIOS and starts looking for a HDD to load an OS.
Can only be that the Computer is not receiving the F2 button press.
Maybe faulty keyboard or key? Try different USB ports as it could also be a faulty USB port.