When he said “Even death can’t catch me” he was totally right, because when Barry went back in time and created Flashpoint, Thawne became a living paradox. A being with no past, present or future and is completely and effectively immortal. You can stab him in the chest, shoot him in the face or even vaporize him completely, but he will never truly die