All websites should be protected with HTTPS, even ones that don't handle sensitive data. HTTPS prevents intruders from tampering with or passively listening in on the communications between your site and your users.
A page can't qualify as a Progressive Web App (PWA) if it doesn't run on HTTPS; many core PWA technologies, such as service workers, require HTTPS.
For more information about why all sites should be protected with HTTPS, see Why You Should Always Use HTTPS.
How the Lighthouse HTTPS audit fails
Lighthouse flags pages that aren't on HTTPS:
Lighthouse waits for an event from the Chrome Remote Debugging Protocol indicating that the page is running on a secure connection. If the event isn't heard within 10 seconds, the audit fails.
Each PWA audit is weighted equally in the Lighthouse PWA Score, except for three manual audits: Site works cross-browser, Page transitions don't feel like they block on the network, and Each page has a URL. Learn more in the Lighthouse Scoring Guide.
How to migrate your site to HTTPS
To learn how to enable HTTPS on your servers, see Google's Enabling HTTPS on Your Servers. If you're running your own server and need a cheap and easy way to generate certificates, Let's Encrypt is a good option.
If your page is already running on HTTPS but you're failing this audit, you may have problems with mixed content. A page has mixed content when the page itself is loaded over HTTPS, but it requests an unprotected (HTTP) resource. Check out the following doc on the Chrome DevTools Security panel to learn how to debug these situations: Understand Security Issues With Chrome DevTools.