Actually storing greenhouse gases underground is an idea from the "left", read this article published in 2001 by the very "conservatives" University of California and their research center.
article
Similar articles can easily be found that shows that many countries are also looking at ways to store greenhouses gases into spent oil and gas fields.
example 1
example 2