It's actually "Defense Against Dark Arts" (no "the" and slightly different capitalisation), which makes it slightly less of a match for the Harry Potter reference that I assume is the source of the humor.
It seems to have been called both. Formerly, as you say without the "The", but currently the title agrees with GP. Without a last updated date it's hard to know when this changed, though.