ZURICH—Zurich police are investigating a bomb threat targeting a high-level meeting of FIFA officials, which comes as soccer’s world-governing body is engulfed in a sprawling corruption scandal.

Police are at the scene investigating the threat, law-enforcement officials said on Friday. The alarm was raised after an anonymous threat was phoned into a newspaper office on Friday morning, according to police.

City...