Fleming accepted a scholarship from the University of Tennessee and was converted to wide receiver.
Fleming finished his college career with 94 receptions for 1,266 yards, and at the time school records, with 18 career touchdown receptions, 11 single-season career touchdown receptions, and six consecutive games with a touchdown reception.