After Windows Upgrade on Oct 2017, there are new tabbing design have come to Windows 8.1 now. (Which is on Windows 10 few months before)
To restore the setting, just change the tab to the "New tab page"
Reference:
https://www.ghacks.net/2017/05/10/restore-internet-explorers-old-new-tab-page/
