I said Connect-AzureAD and not sign-out and re-sign-in!
If you are using the “AzureAD” PowerShell module (also applies to the AzureADPreview) you have probably noticed that the Connect-AzureAD Cmdlet ignores existing access tokens and initiates a new sign in to Azure AD even if you are already signed in. Prompt you get when calling the "Connect-AzureAD" cmdlet Long story short, I got annoyed every time when I accidentally recalled Connect-AzureAD (mostly when working with Scripts) until I found this amazing hint on technet and now I want to (re-)share it with you....