Browsers make OCSP requests to check if a certificate is revoked. Chrome only does this for Extended Validation (EV) certificates.
These requests are now included in the request chart, so it should be easier to understand if you SSL connection takes a long time:
You are using an old browser that is not supported anymore. You can
continue using the site, but some things might not work as expected.