For anyone that comes across this issue later on, I finally resolved this. Under the hood this was an SSL error.
Make sure you have a root certificate installed. In my case, I installed my python version using the Mac package installer from python.org - that automatically downloads a 'Install Certificates' script. Run that and you'll be good to go.