Try move your CG forward about a quarter inch to begin with because youre definitely nose heavy. It will fly nice under power the way it is like you said BUT its the power thats keeping it nose straight. Its normal to nose down with no power because your CG is off because you no longer have that thrust to keep it up. Just move the CG a bit at a time and youll be OK.