Seems more like a SIM Card/Operator issue as you are able to hear it once the call gets handled. I'd recommend that you try again with a SIM card from a different operator to double check it.
Even I've tried by inserting sim on other phones and other sim in my nokia 7 plus, restarted phone many times. still its occurring. Can some one help me on this or give the solutions