It turn out there was a plugin which disables email URL tracking in our Mautic.
We are now investigating how the heck that plugin get in there in the first place. We suspected that somewhere we followed an instruction on setting up DOI plugin and this plugin was also in the instruction but we are not sure how it got in there yet.
Our email URL tracking start working again after removing the plugin.