After trying to clarify this for myself since I came recently to Access from other programming languages I've come across an explanation. It is from the book Microsoft Office Access 2003 Inside Out by John L. Viescas.

Here is that part:

When to Use “!” and “.”

You’ve probably noticed that a complex, fully qualified name of an object or a property in Access or Visual Basic contains exclamation points...