"Unfortunately, it is taking me longer than expected to regain my competitive form," added Norman.
"I was especially looking forward to playing St Andrews, celebrating the Open's 150th Anniversary and playing the Champions' Challenge."
Norman's replacement Day, the current world number 72, became the youngest Australian winner of a PGA Tour event when he clinched the HP Byron Nelson Championship in May this year, at the age of 22.
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