Magento2: Setup Script not loaded

Install scripts only run when the module is initially installed. To have it run again, you need to remove that module's row from the setup_module table with a query like below:

DELETE FROM setup_module WHERE module=Module_Name

I've finally found a solution. I renamed the module folder to match it's name(capitalization included) and now the scripts are running as they should.