What does the error actually mean?

it looks like you're using AWS profiles right? the error isn't worded great I agree,. It's telling you that if you have an aws profile set, you need to provider it to the cluster so it can generate the kubeconfig correctly

Yes, you're right. I used the aws profile. After add ProviderCredentialOpts to the ClusterArgs input parameter, the issue went away.