It was the 10th win in 12 games for the Grizzlies, who handed Sacramento its fifth consecutive loss.
Sacramento trailed by only five after Isaiah Thomas hit a layup with 2:19 to play, but the Kings managed just two more points the rest of the way.
Thomas had 24 points and Rudy Gay chipped in 23 for the Kings.
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