I tried to do it through command line using the command
code -n .
which should have opened VS code in current folder with a new session but it does not seem to work at all. I believe that code . seems to ignore the -n new session option and restores the previous session for the folder. So this feature is probably not implemented in VS code.
(Refer here for the commandline options for VS code.)