Product Info on Invoice Output Page

Check to see if the Show parts on this output page option is checked in your Invoice output page settings. 

If so, you can either uncheck this and not ever show part information on the Invoice 

OR 

You need to go to the product you can't view on the Invoice and make one or more of its parts set to show on the Invoice.