The fact that Chinese text looks normal when the system language is English but becomes thin again when Simplified Chinese is restored is useful diagnostic information, although it does not establish the cause.
First, open Font Book >> Settings >> Advanced >> Reset Fonts >> Proceed.
Apple says this restores the fonts originally included with macOS and moves fonts you installed to a separate folder. (Apple Support)
Restart the Mac and test Chinese text in Finder, System Settings, and TextEdit.
If the problem remains, use Font Book >> File >> Validate Selection and File >> Resolve Duplicates to check for font problems or duplicate fonts. (Apple Support)
Also check Font Book >> Settings >> Advanced >> Show fonts managed by non-Apple utilities.
If you use a third-party font manager or have installed additional fonts, temporarily disabling or removing the relevant third-party fonts can help determine whether they are involved.
Apple documents that fonts installed by third-party utilities can be displayed separately in Font Book. (Apple Support)
If the problem remains after those checks, create a temporary macOS user account, select Simplified Chinese, and test the same Apple applications.
If the Chinese rendering is normal in the new account, that would indicate that something specific to the original user account may be involved.
I would not manually replace, delete, or modify Apple's system font files.
Apple states that system fonts cannot be removed or deactivated through Font Book. (Apple Support)
At that point, if the problem occurs in both user accounts and only when Simplified Chinese is selected, you have a much stronger basis for treating this as a macOS-level issue rather than an individual user's font configuration.
In which case filling a Bug Report directly will Apple would be appropriate
Apple Feedback and Bug Report