"We can't sit around feeling sorry for ourselves. We're not going anywhere that way," Red Wings defenseman Niklas Kronwall said. "We have to find a way to come together as a group and move forward, still try to think positive, see things positive."
Cleary put one in from a goal-mouth scramble with 7:08 left for his 12th goal to bring the Red Wings to within 4-3.
Chimera added an empty-net, power-play goal in the final minute.
Bertuzzi poked in a loose puck from just outside the crease 36 seconds into the third period for his 13th goal to make it 4-2.
The Capitals scored on two of their first three shots.
"Good start for us, it was very important, especially after last night's game, when we had two shots on the net after the first period," Ovechkin said, referring to a 5-2 loss at Chicago. "We just wanted to make a cycle and find the puck and put it on net. Just shoot the puck, have a rebound and you never know what's going to happen."
Washington led 3-0 after the first period as the Capitals scored on two of their first three shots.
Ovechkin opened the scoring 7:48 into the game with the first of his two power-play goals in the period. He beat Howard with a one-timed slap shot from the slot. Knuble scored from the slot with 8:35 left in the opening period after a bad line change left all three Detroit forwards behind the play. It was Knuble's sixth goal.
An apparent goal by the Red Wings' Cory Emmerton with 6:56 left in the first was waved off when Tomas Holmstrom was penalized for goaltender interference. Ovechkin capitalized for his second man-advantage goal of the game by putting in a rebound with 5:09 left in the period for his 32nd goal of the season.
"The power play worked pretty well today, especially in the first period," Ovechkin said. "We have lucky bounce and we use it."
Quincey's power-play goal 5:15 into the second period put Detroit on the board. He beat Holtby with a one-time slap shot from the right point for his seventh goal that also broke the Red Wings' 0-for-31 drought with the man advantage. It was Detroit's longest stretch without a power-play goal since 1996-97, when it began the season 0-for-33.
Aucoin restored Washington's three-goal lead with 2:36 left in the middle period when he scored from the slot for his third goal.
The already injury-riddled Wings learned on Monday that center Darren Helm will be out four-to-six weeks with a sprained MCL. He suffered the injury during Saturday's 3-2 OT loss at San Jose. The team was already without captain and defenseman Nicklas Lidstrom (deep bone bruise in his right ankle), defenseman Jonathan Ericsson (broken left wrist), defenseman Jakub Kindl (strained oblique), right wing Johan Franzen (back spasms) and goalie Joey MacDonald (back). ... Washington goalie Tomas Vokoun missed his second game with a lingering groin injury.
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DETROIT, MI - MARCH 19: Alex Ovechkin #8 of the Washington Capitals takes a shot during warm-ups before an NHL...