On the second floor (third USA) of the eastern end of the White Knight's castle in Falador.
After completing the Wanted! quest, talk to him to access the White Knight's armoury. More items become available as your White Knight ranking increases, this is achieved by killing Black Knights. See the quest guide for more information.