In most cases, the IRS does not consider credit card rewards as taxable income. If you had to make purchases to reach a welcome bonus, it won't be taxed.
However, if you earn a credit card bonus without spending money -- such as a referral bonus when your friend signs up for the card -- it may be taxable. Always check with a tax professional if you have questions about taxes.