The PM said he wanted extra developments banned during the Tory leadership campaign.
The former party chairman has teamed up with Boris Johnson and Liz Truss in a major challenge to Rishi Sunak's authority.
It is the former prime ministers' first major political intervention since leaving Number 10.
Anne-Marie Trevelyan also fought against wind farm developments in her rural constituency in northern England.
The PM will hit back at people who "sneered at wind power", just like he did.
The party said the profits would be invested in "left-behind" coastal communities.
The country produced 106% of its daily requirement.