Forest belatedly showed their class with the win at Brunton Park although it still looks too late for an automatic promotion place.
"It is a superb result which lifts everyone and gives us the momentum for Saturday," Calderwood told the official club website.
"It was an effort of all efforts just to stay in the game which was dictated by the weather."