Here's why:
* It lacks a complete thought. While it implies action, it doesn't tell us what the speaker is quitting.
* It needs more information. To be a complete sentence, you would need to add what the speaker is quitting, for example: "I quit my job."
Let me know if you'd like to explore ways to make "I quit" into a full sentence!