Thank you for your reply. I tried several options and finally found a setting.
I changed the setting for widget.non-native-theme.scrollbar.size.override from 1 to 50 and it increased size.
The initial value of 1 was confusing me because I kept thinking it is Boolean 1.
Posting a solution here in case someone else finds it useful.