Norton, who was playing left field, has recorded hits in six of his past seven games, including a game-winning two-run double in Tuesday's win over the Marlins. He is batting .188 this season and has made eight starts in left.
Josh Anderson, who was recalled from Triple-A Richmond on Friday, started in left field for Norton and batted eighth.
Gregor Blanco batted seventh and played center field.
Ryan Lavner is an associate reporter for MLB.com. This story was not subject to the approval of Major League Baseball or its clubs.