Ubuntu 19.04 – Turn off volume control

Every time I change the volume, I hear a beep. How can I remove this?
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There is no way to remove "alarm sound" in the settings. I am forced to choose one of the 4 possibilities. I am not sure if the warning sound has anything to do with my problem. Accepted answer from This question could not solve the problem.