Unless you get ill after taking the placebo. This is called the nocebo effect.
Interesting (if somewhat anecdotal) article on the nocebo response in relation to voodoo hexes, etc: http://www.newscientist.com/article/mg20227081.100-the-scien...
I thought I discovered this article via a comment thread on HN last month, but can't seem to find it, now.