If the stated timing is correct, it's not too late. I suggest giving it a good swabbing the then plenty strokes with the right size bore brush. Your rust is in what I refer to as the "green" stage and hasn't really taken root. I'd scrub it with plenty of Ballistol but if you don't have that and certainly don't wait to buy it, use mineral spirits. ...
Be Safe !!!