Resolving "specifies multiple packages" error when removing a package

You may be using the good old rpm -e to remove a package, you may encounter an error, in my case "blas specified multiple packages". Naturally rpm will not allow you to remove the package.

# rpm -e --nodeps --allmatches (package)