It is still called the Department of Defense.

I find this language fascinating. On one hand, the Department of "War" gives the department an underlying, unspoken goal that it should be involved in war with something. On the other hand, it's very easy to fund the Department of "Defense;" of course we need more money to defend our country. Don't we want to be safe! It's much less attractive to fund the Department of "War"