I am under corporate proxy, which acts as an intermediary for SSL requests.
chromedriver autoinstaller fails because the certificate that the proxy sends is a local cert. the package does not use requests, which handles these additional certs if they are installed in a proper location, so the result is that it raises an error.
A solution is to pass no_ssl=True when installing the driver, but it should really be solved by allowing the use of local certificates.