Harris attended college at the United States Naval Academy, majoring in general engineering, and playing college baseball as a pitcher and infielder for the Midshipmen.
The next season, as a junior, Harris went 8-5 with a 2.14 ERA and a Patriot League-record 119 strikeouts.