Go to iTunes on the computer. Go to STORE on the left and then in the upper right click on your Apple ID, select Account, Payment Information. At the top it will display Visa, MasterCard, etc... select None.
One you set up an account with a payment method you need to always have a payment method. Some users just purchase an iTunes gift card and use that.