Uninstall without an MSI file
Solution 1:
Please note that Microsoft has now released an official tool to resolve these issues, without the problems that previously existed with MSIZAP.
- Microsoft Fixit: Fix problems with programs that can't be installed or uninstalled
Solution 2:
Take a look at a tool called MSIZap released by Microsoft.
UPDATE:
MsiZap.exe has been deprecated for quite some time. Its use is unsupported on all recent versions of Windows, and it is considered a very unsafe tool to use.
I added a link to a newer Microsoft support tool designed to clean out installations, but this tool also appears deprecated at this point. I have removed the link from the comments section.
Perhaps try the tool linked to in saschabeaumont's answer below.
Solution 3:
FYI, this post explains the root problem https://superuser.com/q/293542/245923
You can uninstall it using the product code:
msiexec.exe /x {your-product-code-guid}
You would obtain this code from the MSI itself, or whatever tool you are using to build the MSI.
Note that when you uninstall a product, it uses a cached MSI, since only the original MSI knows how to uninstall itself. When you use the product code, it uses the cached MSI from C:\WINDOWS\Installer.