The Magpies were thrashed 4-0 by the visiting Spurs and Taylor is sick of taking stick from the fans.
Taylor's departure from the social media platform comes after he vowed not to gee up the crowd at St James' Park with his infamous "fist-pumping" routine.
Steven Taylor: “It’s all about releasing some energy.
“I get really pumped up before games, and making sure the fans are as loud as they can be and right behind us.
“But there won’t be any more fist-pumping now for a while.”