If my son is taking classes at the college his senior year, does this constitute him working towards a graduate degree? The courses will count towards his HS diploma and

Your son does not qualify for the deduction of higher education expenses, until he has a H.S. Diploma in hand. Most likely, he's "dual enrolled" right now, which means he's not even qualified as a part-time college student.