You must put it in your resources, available under My Project> Resources. Select "Add Existing File" and import the text file. You can then access it as a string using the syntax Properties.Resources.<resource name>that you can assign to the RichTextBox property Text.
As an alternative to reading from a file, you can use System.IO.File.ReadAllTextit if you need all the contents as a string.