In 2012, Anglin became a candidate for the Wildrose Party for the riding of Rimbey-Rocky Mountain House-Sundre, which he won in the 2012 general election.
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He was the leader of the Alberta Greens from 2008 until its dissolution in 2009, and as of April 23, 2012 is a Member of the Legislative Assembly of Alberta for Rimbey-Rocky Mountain House-Sundre, representing the Wildrose Party.
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In December 2008, longtime party leader George Read chose to withdraw his claim to leadership, leaving Joe Anglin the interim leader.