Can I on purpose lock the admin out of an Azure SQLDB (as admin)
That is not possible. From books online:


  The database user corresponding to the Server admin login cannot be
  altered or dropped.


Reference: Controlling and granting database access to SQL Database and SQL Data Warehouse