Unable to install Gitlab CI Runner

I’m getting the following error:
Unknown SSL protocol error in connection to packages.gitlab.com

This happens when I fire off the cURL command in the first step of the installation instructions. I’ve tried recompiling cURL with OpenSSL support, rather than GnuTLS, but it doesn’t seem to change much of anything.

Anyone have any suggestions?