First-time Django user, I'll add my solution in case it is helpful. I used virtualenvwrapper to create the virtual environment and I suspect this is why the correct interpeter could not be found in either the command palette or the button in the lower right. Because it was stored not in ./venv, but rather in ~/.virtualenv/ENV_NAME/bin.

Entering the path to this interpreter in the command palette seems to have resolved it.