You can easily mute yourself on Zoom, and if you're the host, you can also mute any participants in the call.
The first thing you need to make sure before concluding that something is wrong with your PC is to join with Computer Audio. Check the bottom-left corner of the window, if you are seeing “Join Audio” ...