Yes, it snows in the Holy Land. It does not happen very often, but it does happen.
Here is a great photo of Jerusalem and the Temple Mount covered in snow:
(H/t Roycroft Report)
More great photos can be found over at the Daily Mail.
Now, if we could only get it to snow at my secret volcano lair, all would well in the world.