If you are self-employed, you owe federal income tax plus self-employment on your net income after expenses. You also very definitely owe state income tax in the state where you live when you earned that income, I don't know why you would think you do not. (You might not owe sales tax.).
You owe state income tax if you have income from performing a service for money. Why do you think your type of job is exempt?
