Here's why:
* Subject: It lacks a subject, the person or thing performing the action.
* Verb: While "going" is a verb, it needs a subject to be complete.
To make it a complete sentence, you need to add a subject:
* I am going to the store.
* She is going to the store.
* We are going to the store.