That's "Album and Tracks" view. "Artwork" view only shows the album art.
FWIW, the Preferences->Hotkeys settings has an entry for "Play Now". Don't know if you can set enter as an hotkey though, and if enter as hotkey works, and if it doesn't interfere as enter doing other things in other places...