It is upto you Bhai. But removing those sheets will expose the wiring going from the engine bay towards the cabin. Plus the purpose of the sheet is to protect the front wheels arches and fenders from collecting dirt and water. I would say if they are properly fixed don't remove them. And use a little 3M cavity wax (it is a spray) on that area. Not urgent...