I spent too much time to figure out this problem for me.
I had PHP version 5.5 and I needed to upgrade to 5.6.
In versions < 5.6 Guzzle will use it's own cacert.pem file, but in higher versions of PHP it will use system's cacert.pem file.
I also downloaded file from here https://curl.haxx.se/docs/caextract.html and set it in php.ini.
Answer found in Guzzles StreamHandler.php file https://github.com/guzzle/guzzle/blob/0773d442aa96baf19d7195f14ba6e9c2da11f8ed/src/Handler/StreamHandler.php#L437
// PHP 5.6 or greater will find the system cert by default. When // < 5.6, use the Guzzle bundled cacert.