 Due to race relations in the area, Wheaton was required to go to the "colored" public elementary school.In order to complete the equivalent of high school, he attended Storer College, a historically black college in Harpers Ferry, West Virginia, graduating in 1882.To pay his bills he worked as a shoeshiner, sold newspapers and did chores for professors.