He means permanent. In times of urgent need, such as in times of war, the government would raise money as necessary. The federal government assessing a permanent tax on people was a huge deal and required a constitutional amendment, the 16th, passed in 1913. The act you're referencing was in response to the Civil War (which started in 1861), and would be allowed to ultimately expire about a decade later.