The leader doesn't necessarily have to do it anyone can. Someone just has to leave your current guild then start a new guild. You'll want to take the personal reset time of the person creating the new guild into consideration because it will become the guild reset. (+ half hour I think) and you'll have to complete 1 tier 6 raid to unlock Heroic in the new guild.
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Did he make one of you leader when he left?