International law is abundantly clear that diplomatic immunity does not protect from prosecution:

The Rome Statute, which established the ICC, explicitly addresses immunities in Article 27, stating that such immunities "shall not bar the Court from exercising its jurisdiction over such a person." This means that no one, not even heads of state or government officials, should be immune from prosecution for international crimes at the ICC.