SÃO PAULO—Subway workers here rejected the latest salary hike proposal and will strike Thursday, exactly one week before the World Cup kickoff.

The São Paulo state government plans to appeal the move in labor courts and will try to force at least a minority of workers to be present Thursday.

Earlier Wednesday, subway workers agreed to reduce...