Javascript is not loading in Zen custom theme
The script.js started working after I cleared all caches.

If you're having this problem and followed Drupal's official documentation then login to your Drupal site as admin and In Performance section click clear all caches 

navigate to: Home >> Administration >> Configuration >> Development