The scheme named the Captain Clean Energy Project, would see the creation of a new 570MW "low emission" coal power station with CO2 pumped into storage in offshore depleted gas fields.
West Burton has a coal-fired power station, but the campaigners occupied a new gas-fired facility on the site, which is due to become operational following testing.