Trump, the Republican front-runner by far, announced the event during a 45-minute speech in South Carolina.
Cruz aides said the Texas senator extended the invitation to the billionaire developer ahead of Congress' vote on the accord in mid-September. Cruz's campaign statement said the event is sponsored by Tea Party Patriots, the Center for Security Policy and the Zionist Organization of America.
The Cruz campaign did not immediately offer other details, including the event date.