I have purchased many books from unknown authors because their cover caught my eye. Not all of them were great reads though.
One example that comes to mind is from a DVD movie cover that showed a big muscular guy holding a weapon (flame thrower perhaps). He was not in the movie at all. That was a huge let down.
I am sure that similar things have happened on book covers.