Through out the game secret scrolls will appear that you need to collect. To acquire a Support Ninjutsu Book go to the scroll exchange (located in the back of the map near the hokage mansion as a green shop dot) and exchange the scrolls there for a support ninjutsu. The cheapest one is 250 scrolls.