Hi @asrinivas et @tyd
I have no idea how it worked, I just tried python3.7 -m pip install rasa before trying Ajay’s command. And surprisingly the usual way worked !! 
Thanks for looking into it!! I would like to have known the actual root cause, but hey I will take the dub ha ha.