This idiom comes from the Book of Han (
汉书), in the biography of Xiang Yu: 'whoever strikes first controls others, whoever strikes later is controlled by others.' The idea is that striking first gives a decisive advantage -
先 (first),
发 (to launch/strike),
制 (to control/subdue),
人 (the enemy/people).