The following year Horton returned to Ohio and was part of the Columbus Crew Soccer Academy after committing to play at the University of Louisville in 2010.
He played in 23 games for Louisville, and scored three goals, two of which were last-minute winners in the NCAA tournament - one in a 5-4 quarter final victory over UCLA, and one in a 2-1 semifinal win over University of North Carolina.