a low salary offer do not worth much, keep looking
You can keep connect with that guy, say:
Thanks for the call. I am doing OK now, will let you know when the chance coming. By the way, would you please let me know what is the salary range for this position? As you know, if the salary is really attractive, I may start work for you tomorrow....
Thanks!