In the paper [AS] of Akhunzhanov-Shatskov the two-dimensional Dirichlet spectrum with respect to Euclidean norm was defined. We consider an analogous definition for arbitrary norms on R 2 and prove that, for each such norm, the set of Dirichlet improvable pairs has the hyperplane absolute winning property. The method of proof is an orbit avoidance theorem in the space of lattices due to the first-named author with An and Guan, and some classical results in the geometry of numbers dating back to Chalk-Rogers and Mahler. As a corollary, we conclude that for any norm on R 2 the top of the Dirichlet spectrum is not an isolated point.