Here's why:
* Waste is a concrete noun, referring to something that is discarded or unused.
* Wastage is an abstract noun, referring to the act or process of wasting something, or the amount that is wasted.
For example:
* "There was a lot of waste left over from the party." (concrete noun)
* "The company is trying to reduce wastage in its production process." (abstract noun)