How to skip “Welcome Page” in Chrome using adb
The problem was solved after the --persistent flag was added in the set-debug-app command.

So the command changed to adb -s TA99300UFC shell am set-debug-app --persistent com.android.chrome. After that chrome://version displayed chrome --display-fre under the Command line section.