A bounded linear operator T : H1 → H2, where H1, H2 are Hilbert spaces, is called norm attaining if there exist x ∈ H1 with unit norm such that T x = T . If for every closed subspace M ⊆ H1, the operator T |M : M → H2 is norm attaining, then T is called absolutely norm attaining. If in the above definitions T is replaced by the minimum modulus, m(T ) := inf{ T x : x ∈ H1, x = 1}, then T is called minimum attaining and absolutely minimum attaining, respectively.In this article, we show the existence of a non-trivial hyperinvariant subspace for absolutely norm attaining operators as well as absolutely minimum attaining operators on a Hilbert space.