Cole Palmer missed from close range and Chelsea lost 1-0 to second-tier Middlesbrough in the first leg of their League Cup semifinal on Tuesday. Hayden Hackney scored in the 37th minute and Middlesbrough held on at Riverside Stadium against its Premier League opponent.