The explosion occurred when villagers tried to collect gasoline from a cracked pipeline, the group said.
Lee Seung-yong, the group's project coordinator, told the Associated Press that that the information came from "various channels", but refused to elaborate.
North Korean official and media have made no comment on the report.
North Korea is suffering from widespread energy shortages, which see frequent power cuts across the country.