The 43-year-old billionaire rapper has been more active on his social media in recent days after he announced his intention to run for the US presidency.
There had been a strong backlash to his anti-abortion stance, which conflicts with the views of his wife, Kim Kardashian.
Kanye had tweeted a screenshot of a Google search which read, "what does a 6 month fetus look like?"
The tweet contained images of foetuses which he captioned with: "These souls deserve to live."
An hour after posting it, the tweet was deleted after a number of people hit out at the rapper over his stance.
It was replaced on his Twitter timeline with unseen photos of his four children - Chicago, North, Saint and Psalm.
