A former PSC member, Girauta later joined the PP and became a prolific contributor to conservative journalism from his Libertad Digital column, before becoming a Citizens member and candidate in the 2014 European election. For years he lent support to the conspiracy theory about the authorship of the 11-M Madrid train bombings in 2004.