As you and I both know, a case built on illegally obtained evidence is also illegal.
They can present whatever arguments they'd like and a judge can read the above Supreme Court case, rule that their case is built on illegal evidence and dismiss it. If that judge does not the the judges in the court of appeals can overturn the lower court.