Whitlock was a Midwestern kid, born in South Bend, where he attended John Adams High School. He was also an athlete, a football player at Southwest Minnesota State University, but injury pushed him from the field to the stage, where he played a role in The Crucible. He caught the acting bug, joining the American Conservatory Theater in San Francisco after graduating, and taking off from there.