PARIS—The campaign of François Fillon, once the clear front-runner to become France’s next president, is in crisis.

On Wednesday, the conservative candidate huddled with his party’s top brass, seeking to steady a campaign buffeted by a deepening criminal investigation into whether his wife collected a state salary without performing any work.

“It...