You can not remove a component unless it is created dynamically using [F/OS] - Dynamic Components Extension (for every component) 2.3.0 or [FREE] CompCreator- lite version of DynamicComponents extension. You can only change visibility to true/false and hide them
Maybe you mean that you want to change status from checked to not checked ?