You can hide modules in homepage but you can show modules in other pages. For to do this, log in to your back office, then click to “Modules” tab. There will be “Position” link, click on, you will enter to pages where you can change module’s places.
After entering this page, click “edit” which is shown in the red rectangle that I showed. Then you will see page that I showed below. By writing “index.php” to the “Exceptions”, module will not be displayed in homepage. If you want to not display more than one page, write file’s name separated by a comma. Then click to “save” button.
By doing this, you will hide “New Products” module from homepage. All these steps are valid to other modules. Finally, refresh your site and see result.