PARIS—François Fillon, the conservative candidate to become France’s next president, said Wednesday he is facing preliminary charges on suspicion he used public money to fund phony jobs for his wife and children, plunging his campaign deeper into political limbo.

The announcement is a further setback for the center-right candidate, who was once the front-runner in the presidential race.