How could a knight be stripped of his knighthood?

Generally speaking: if he behaved "in a way unbecoming a Christian knight". That might vary from running away in battle, ravishing or killing a defenceless women (although that should read as 'noblewoman') to betraying the trust in any other way of his liege lord. Truth be told, it didn't happen very often.