Here's why:
* Misery is a noun, but it means "great suffering" and is not related to being a miser.
* Miserliness refers to the quality of being a miser, specifically the extreme unwillingness to spend money.
Therefore, miserliness is the most accurate abstract noun representing the concept of being a miser.