Prancing is the description of a certain movement made by horses. So basically Richard II was getting on his horse and going to fight a war.
Prance:
For a horse to spring forward on the hind legs.
To spring or bound forward in a manner reminiscent of a spirited horse.
To ride a horse moving in such a fashion.
To walk or move about spiritedly; strut.