Before joining Spurs, he spent two days undergoing a rigorous Spurs medical, because of the club's previous history of signing players with injury problems.
When John Hartson's proposed move to Tottenham fell through three years ago when he failed a medical, his agent Jonathan Barnett said the Spurs medical policy was "so tough Mother Teresa would have struggled to pass it".
Tottenham's caution can be explained by the injury jinx which has haunted so many of their top names in recent years.
Anderton has become a running joke in football circles because of the amount of time spent on the treatment table and Jamie Redknapp broke a bone in his foot within two months of his Tottenham debut.
Other stars who have spent more than their fair share of time on the sidelines include Christian Ziege, Steffen Iversen, Les Ferdinand and Stephen Carr.
The club are extremely sensitive to their medical history and have sent players to specialists worldwide.
But the curse shows no sign of being broken and Ledley King, Bobby Zamora, Dean Richards, Neil Sullivan, Ziege and now Kanoute are all doubtful for the season opener at Birmingham.