Book 5 is when Thunder leaves his group and forms his own. Thunderclan is formally given its name in Book 6, so technically he doesn’t officially become the “leader” until then)
leaderChange Thunder is revealed…
Thunder is revealed as the first leader of ThunderClan and is later referred to as Thunderstar.