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The button will then change to read "Unfollow." That particular contact will no longer display in your Twitter timeline.

Summary:
Log in to your Twitter account at https://twitter.com/. Navigate to or click on the profile of the contact you want deleted from your Twitter timeline. Point to the blue button labeled "Following" at the top of the contact's Twitter timeline. Click on the "Unfollow" button.