Xavier Becerra, a cabinet secretary in the Biden administration, and Steve Hilton, a former Fox News host, are vying to lead the country’s most populous state and one of the world’s largest economies.

The candidates for California governor will meet face to face Tuesday in the only scheduled debate of the campaign, giving Republican Steve Hilton perhaps his best chance of gaining ground on Democrat...