It evolved out of the far-right anti-communist Edmund Burke Society that had been founded in 1967 by Don Andrews, Paul Fromm, Leigh Smith and Al Overfield.
Andrews became the dominant figure in the EBS, and relaunched it as the Western Guard, narrowing the group's focus to racism, antisemitism and white supremacy.
In 1975, Andrews was charged with offences ranging from plotting arson, possession of weapons and explosives, and mischief, and was sentenced to two years in jail.
Many members, including Wolfgang Droege, left to join the Nationalist Party of Canada which had been founded by Andrews when he was released from prison in 1978.
In 1979, Taylor was charged with hate speech for the Western Guard's telephonic messages and was brought before the Canadian Human Rights Commission.