One option is try another headset and check that your existing headset is not faulty. If you find that there no static audio then you just reinstall your discord desktop instance. You should just try to login with discord web on web browser and check that the same sound you might heard even after using discord on web.
It is also possible that your discord client does not woring properly and some dll or libraries will be gone out due to virus or other stuff.
