Although Obama and "Big Sis" did make things much worse than they already were.
Do not put that on George W. Bush. He fought against the creation of the whole DHS but Congress, wanting to be seen “doing something” forced it through.
https://www.cato.org/publications/commentary/abolish-department-homeland-security