The music video for the song was released on Williams' official website on 6 November 2009. In the video Robbie Williams falls asleep and wakes up dressed as a rabbit in a waistcoat, exploring a fantasy world that seems to be based on Alice in Wonderland. After he finishes exploring the fantasy world he dances with a group of women also dressed as rabbits however this time he is wearing make-up to complete his transformation.

If a man could be his own fantasy
Then to only breed in captivity
Is pointless
I've been doing what I like, when I like, how I like it's joyless
Only you know me

What a waste of war this peace,
Baby steps and two more sleeps
Till I get to say sorry
I get hysterical, historicals, of love it's just chemical
Give us something to stop me
Only you know me

Since you went away, my heart breaks everyday
You don't know cos you're not there
You simply found the words to make
All modern feelings fade away
Only you know me

I'm doin' fine
And the sun often shines
What are you thinking?
I done bruised up my mind
With this thunderbird wine
Baby, I'm drinking
Only you know me

Since you went away, my heart breaks everyday
You don't know cos you're not there
You simply found the words to make
All modern feelings fade away
Only you know me
Only you know me

Since you went away, my heart breaks everyday
You don't know cos you're not there
You simply found the words to make
All modern feelings fade away
Only you know me
Only you know me
Only you ou ou
Only you
Only you know me