Jamie Vardy won and scored a penalty kick for Leicester, which sits 17th with three points.
Sam Vokes made it 3-0 at the break. Chelsea was stunned. Morata nearly produced the comeback.
Chelsea is bringing in another Spanish international the lead the front line.
Javier Mascherano scored his first ever Barcelona goal, while Alvaro Morata went short side for Real.