Actually they have so many ways on why some of the ICO are failed.
But we don't if what problem it is, Some i heard are some of them are failed because the investor in the ICO are only few or not be active in the project.
And some of it just only raising money from ICO event without even make some product. Like or not but it seems like some of ICO just sell their withepapper.