We have wondered, and although there could be many reasons that could cause a project to fail; perhaps one of the biggest ones is their lack of investment in a proper PR campaign...
It seems to me that the main reason for the failure of the ICO is that they simply copy other projects, rather than create something innovative. Advertising and PR is also a very important factor for a successful ICO.