True if the rollover contains all pre-tax (401K) or deductible contributions. Not true as a blanket statement for all traditional IRAs. If you have a basis in a traditional IRA (contributions that you didn't get a deduction for) the basis will proportionally reduce the amount of dollars taxed on withdrawal.
If you rolled after tax dollars into an IRA with pre tax dollars too.... you screwed up. Why would you?