Harangody, who was called up from Cleveland's D-League affiliate earlier Saturday, grabbed 10 rebounds as the Cavaliers notched a third win in six games.
Washington was led by John Wall with 19 points and nine assists.
Jordan Crawford added 18 points, but it wasn't enough to prevent the Wizards' 12th loss in 15 games.
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