The 38-year-old rapper premiered the promo earlier this week, which sees him have a split personality only for one half of him to commit suicide by shooting himself in the head.
Eminem also hallucinates strangling his on-screen girlfriend, played by porn star Sasha Grey.
Parenting groups have now criticised the video for portraying violence against women and showing an extreme method of suicide.
"People who do this are really quite evil. Children are influenced by the things they see. If we feed violence, it becomes strong. Like an addiction," a spokesperson for Mothers Against Violence told The Mirror.
"It's all about the money with these videos. Eminem isn't thinking about the families affected. It's selfish – it comes to a point when selfishness becomes evil."
The 'Space Bound' video was directed by Joseph Khan and shot in Los Angeles back in February.
'Space Bound' is the fourth single to be taken from Eminem's chart-topping album Recovery, which was released last summer.
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Watch the Eminem 'Space Bound' music video below: