In a similar case last week, a court in Takahama ruled in favour of residents.
All of Japan's 48 nuclear reactors were taken offline after the 2011 disaster at the Fukushima plant.
Before the accident, caused by a massive quake and tsunami, about 30% of Japan's power was nuclear-generated.