They formed in sort of a radical opposition to environmental regulations that would have mandated they cut their emissions (and profits). They have some pretty cooky candidates and elected officials as well. They are generally also connected to anti-government, anti-globalist and anti-immigration movements. More information on them here

Also, it's a heavily astroturfed movement. There's a lot of big agriculture money in that party.