There's 3 FTP actions, where FTP Connection is just the connection details, which get's added to the bottom in your advanced editor, like lists and tables.
Then there's 2 other options to upload/download files/directories. FTP Files and FTP Directories. Judging from your post it seems like you've only added the details, but not actually any action?
Excuse me if I'm wrong.