The restart of the world’s largest nuclear power plant was suspended Thursday only hours after it resumed for the first time since the 2011 Fukushima nuclear disaster.

The world’s largest nuclear power plant is set to restart Wednesday in north-central Japan for the first time since the 2011 Fukushima nuclear meltdown, as resource-poor Japan accelerates atomic power...