Touchpad scrolling issue. High pitch sound while scrolling

There is a noticeable sound similar to coil whining, that my laptop makes when I use touchpad to scroll in the browser. This does not happen in any other application.

I am unable to detect the reason for this. Is there any way to get rid of it?

[Version 1.14.81 Chromium: 85.0.4183.102 (Official Build) (64-bit)]