A low salary offer is not an insult; it's just a lowball salary offer and it's probably just the starting place from which you can begin a salary negotiation and work toward a bigger salary.
I often asked in the phone screen when I knew I wanted to bring someone in, «The typical salary for this job is this range: x - y. I never made lowballoffers, either.