I've just browsed the pdf and problem 2 is my favorite.
Note that 2 here can be replaced with any number greater than 1; this is actually a well-known fact, that any Hölder-continuous function on the reals with exponent greater than 1 is constant. But I suppose it would not be well-known to high-school students! To be honest, I mostly only know it because of the old legend about the student who... well, here's a link: http://mathoverflow.net/questions/53122/mathematical-urban-l...