SUMMARY While I was trying to find some keywords in Okular using Ctrl + F, I find it was not closing by pressing the Esc button, which is pretty much how it happens in most PDF readers. Also, adding this as a shortcut would be a nice touch to UI/UX consistency I believe.
*** This bug has been marked as a duplicate of bug 431493 ***