Brian Cook's 3-pointer with 51.5 seconds remaining gave the Wizards a 95-93 lead, and Beal, the former Florida star drafted third overall, made two free throws with 5.5 seconds left to seal the victory.
Cook and Jordan Crawford also scored 14 points apiece for Washington.
Tristan Thompson had 18 points and 10 rebounds to lead Cleveland.
Kyrie Irving, the rookie of the year last season, scored nine points on 3-of-13 shooting in 25 minutes. Irving is 11 of 46 from the field in four preseason games.
The Wizards were playing without several players, including star point guard John Wall, who is expected to be out until December with a knee injury. Emeka Okafor (stomach virus), Greg Booker (hamstring),Nene (foot) and Chris Singleton (shoulder) also missed the game.
Ben Simmons, LSU freshman forward
11-time All-Star Allen Iverson shares what the NBA Finals mean to him and more so what Tyronn Lue, LeBron James and the Cavaliers winning a championship means to the league.
The Kings have agreed to trade veteran guard Marco Belinelli to Charlotte for the No. 22 pick in Thursday's NBA draft, sources confirmed to ESPN.