Yes they can unless there was a portion of their sentence that prohibits it, the length of time varies varies from years to life.
As long as you haven't been charged in the last 5 years, you can apply for a Possession & Acquisition License, a background check is then made a the Chief Firearms Office makes the call in conjunction with the RCMP.