After retiring from the Court, he went into politics becoming a Senator of Colombia in 2002. He ran for President as an Alternative Democratic Pole candidate in the 2006 presidential election, ultimately losing to ex-president Álvaro Uribe Vélez, who was seeking his second term in office.