Just hours after Democrats and a cohort of Republicans combined forces to oust Rep. Kevin McCarthy (R-CA) from his position as Speaker of the House Tuesday, the embattled lawmaker announced he won’t try to win back the position.

“I will not seek to run again for Speaker of the House,” McCarthy...