If you cancel your Google Adsense account and you made $15 off using it, do you have to pay taxes for the 15 bucks?

Only on money paid

Eventually. The Adsense page says that you have to have $10 of earnings to be asked for all the verification stuff and have at least $100 of earnings to get paid.