Disable Specific Widgets on Selected Pages of a WordPress Website?

I would like to give a CMS look to some of my pages. I want to customize them by removing the default widgets and adding other widgets as my wish (I will use plugins like My Custom Widget to add custom codes if I need) .

Is there any possibility to customize the specific pages like this?

Take a look at this plugin, WidgetLogic.

From the description:

This plugin gives every widget an extra control field called “Widget logic” that lets you control the pages that the widget will appear on.

I’ve used it successfully.