The villagers developed symptoms of vomiting, dizziness and muscle weakness after eating stewed dishes they bought from the local supermarket in Xiangtan County, the officials said.
The villagers have been admitted to a hospital and are stated to be in stable condition, state-run Xinhua news agency reported.
The supermarket was closed down after the incident.
The county government is investigating the case.