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We develop a general theory for the existence of extremal K\"ahler metrics of Poincar\'e type in the sense of Auvray, defined on the complement of a toric divisor of a polarized toric variety. In the case when the divisor is smooth, we obtain a list of necessary conditions which must be satisfied for such a metric to exist. Using the explicit methods of Apostolov-Calderbank-Gauduchon together with the computational approach of Sektnan, we show that on a Hirzebruch complex surface the necessary conditions are also sufficient. In particular, on such a complex surface the complement of the infinity section admits an extremal K\"ahler metric of Poincar\'e type whereas the complement of a fibre admits a complete ambitoric extremal K\"ahler metric which is not of Poincar\'e type.

Extremal Kähler Poincaré Type Metrics on Toric Varieties