Fall is amazing for the weather, Thanksgiving, holidays, but Fall = school. VAST amount of new music and by far best time of year for that.
Summer is also amazing until August when the heat becomes tiring and less welcome and school comes back. Decent amount of new music.
Spring is okay, weather is a mess until late April and workload is usually high. Amount of new music is quiet but slightly more than Winter.
Winter is all-around terrible after the holidays, especially at college when you're walking. Only plus is occasional snow days. New music is seriously lacking too.