The correct answer is seen here: https://stackoverflow.com/a/40588828/1189470
There is a configuration option provided in VSCode for the functionality you specified. To enable it, go to File -> Preferences -> user settings
On the right side of the editor in settings.json paste the below line at the bottom (before closing bracket), save and close.
"editor.scrollBeyondLastLine": falseThis will prevent the editor from scrolling beyond the last line.