In the year 2009, Joseph got married to Coco Wake Porter.
There are no details of their children.
In 1993, the actor moved to the United Kingdom and attended a private school in London (Alleyn’s School, Dulwich) and Phillips Academy in Andover.
After completing school, he went to the University of Glasgow to study history and holds a master’s degree in history.