Wrong. They do. It's spelled out in the Constitution, specifically in the Due Process clauses in the 5th and 14th Amendments.
"No person... shall be deprived of life, liberty, or property without due process of law...."
Due process is a natural right that all persons are entitled to in this country, not just American citizens.