For those looking for a more simple point and lick solution from WHM.
- Log into WHM
- Service Configuration --> Apache Configuration
- Global Configuration
- Scroll down to Directory '/' Options
- Untick Indexes option
- Then save
- Finally, rebuild by clicking rebuild apache conf
- Done..