You talk as if the ICC had just appeared and asserted its authority out of nowhere and then started kidnapping people to charge them.
In reality, it was established by treaty, and 125 countries have chosen to vest authority in it. Originally that list included Israel, the US, and Russia, who supported the establishment of the court but subsequently withdrew when they perceived that being member states would constrain their strategic ambitions.