Most underappreciated song by ...

Rules:

1. One fucking song per artist. That's all you get to pick.
2. No singles. Nothing that gets regular radio play. We're talking about album tracks and B-sides and demo tracks.
3. Nothing off the group's most famous album(s). So for Bruce Springsteen, a track of The River or Greetings from Asbury Park, N.J. or even Darkness on the Edge of Town would be OK. But we all know every track on Born to Run and Born in the USA.

Bands and artists (feel free to add your own, as this list is just whoever came to my head):

The Beatles: (We'll waive the third rule here, since every Beatles album is seminal.)
The Beatles' solo work:
The Rolling Stones:
Led Zeppelin:
The Who:
Bruce Springsteen:
Bob Dylan:
Simon and/or Garfunkel:
Pearl Jam:
Nirvana:
Elton John:
Billy Joel:
Queen:
Pink Floyd:
Metallica:
Tom Petty:
Elvis Costello:

Also, links would be appreciated if you're so inclined.

 

Springsteen: "Point Blank."

 

Beatles: "This Boy." Thrown away on the B side of "I Want to Hold Your Hand" in the UK, it didn't even rate a North American release, being replaced on the flip side by "I Saw Her Standing There." A very simple and even cliched song, it's often easily dismissed. But I find it compulsively listenable thanks to the lovely three-part harmony and John's desperate, pleading lead on the bridge.

 

The Beatles: Does "Tomorrow Never Knows" qualify? Otherwise, maybe "Two of Us."
The Beatles' solo work: "Sue Me, Sue You Blues"
The Rolling Stones: "100 Years Ago." Tough call. Besides Dylan, their catalogue has the deepest bench in history.
Bruce Springsteen: Is "Ghost of Tom Joad" obscure enough?
Bob Dylan: "Changing of the Guard"
Pearl Jam: "Red Mosquito"
Nirvana: Tough, since much of their short body of work is considered seminal. "Oh, Me" is somewhat buried on "Unplugged," and wonderful. I'll pick that one.
Elton John: "Country Comfort"
Tom Petty: "The Apartment Song"

White Stripes: "Jimmy the Exploder"
U2: "Love is Blindness" (that is, if "Achtung Baby" qualifies as not being their most famous album.) Otherwise ... "New York" maybe?
Dave Matthews Band: "Two Step." THey open a lot of shows with it, so maybe that's disqualifying. OK. "Grey Street."
The Black Crowes: "Virtue and Vice"
R.E.M.: "These Days"

 

The Beatles: In My Life
Beatles Solo: Working Class Hero
The Rolling Stones: Soul Survivor
Led Zeppelin: Gallow's Pole
The Who: Pictures Of Lily
Bruce Springsteen: Ramrod
Bob Dylan: Just Like Tom Thumb's Blues
Simon and Garfunkel: I Am A Rock
Allman Brothers Band: You Don't Love Me
Grateful Dead: New Speedway Boogie
Pearl Jam: Not For You
Pink Floyd: Echoes
Tom Petty: Yer So Bad
Jimi Hendrix: Machine Gun
The Doors: Moonlight Drive
AC/DC: Rock & Roll Ain't Noise Pollution
Neil Young: Danger Bird
ZZ Top: Mexican Blackbird
R.E.M.: Perfect Circle
Jethro Tull: Fat Man
Jefferson Airplane: Good Shepherd
Cream: Deserted Cities Of The Heart
Yes: South Side Of The Sky

 

It's funny seeing them next to each other since Jack White did a cover a Love is Blindness last year that completely blows away the original. Then again, I'm not a big fan of the original.

 

Led Zeppelin: White Summer, Black Mountainside
Metallica: Orion
White Stripes: Jolene

 

I went late-period career songs.

Johnny Cash's The Man Comes Around, Bob Dylan's Cold Irons Bound, U2's City of Blinding Lights, Springsteen's Girls In Their Summer Clothes, The Who's Tea and Theater, Bruce Hornsby's Invisible, John Lennon's Nobody Told Me and R.E.M.'s Imitation of Life and Supernatural Superserious are some that stick out to me.

 

The Jack White version fucking JAMS.

 

It does indeed. It might be my favorite song by either White solo or The White Stripes, and I don't say that lightly.

 

And my picks:

The Beatles: I'm So Tired
The Rolling Stones: Let it Loose
Led Zeppelin: Trampled Underfoot
The Who: Tattoo
Bruce Springsteen: Johnny 99
Bob Dylan: Mozambique
Pearl Jam: You Are
Elton John: Sixty Years On
Queen: Drowse
Pink Floyd: Summer '68
Tom Petty: Angel Dream No. 2
R.E.M.: Green Grow the Rushes
Black Crowes: High Head Blues
White Stripes: Apple Blossom
Wilco: Say You Miss Me

ETA:
Johnny Cash: Tear Stained Letter
CCR: The Midnight Special
David Bowie: The Bewlay Brothers
Simon & Garfunkel: Patterns
Grateful Dead: China Cat Sunflower
Ryan Adams: Trains

 

Pearl Jam: Long Road