How to handle Select certificate popup from Chrome using Selenium WebDriver?

For one of the applications, when I run some Selenium WebDriver tests. I see a Select a certificate popup. I am not able to handle this, and hence my test fails. 

Has anyone been able to handle this popup, or rather, avoid this popup being shown?

If I manually select a certificate and click OK, I am prompted for my mac credentials:

Thanks in advance!