If you don't change the airspeed, CG/trim when you reduce weight, the problem reduces to a simple one as drag and power available are constant.
I.e there is the same amount of surplus power available to climb so the rate of climb is inversely proportional to the weight (work rate or power = mass * g * vertical speed) and the cosine of the climb gradient is proportional to the rate of climb at a given TAS.