We present a multigrid solution concept for the optimal distributed control of the time-dependent Navier--Stokes equation. This problem is described by a fully coupled KKT system in space and time involving primal and dual variables for velocity and pressure. In this talk we present basic concepts and ingredients which are necessary for setting up a hierarchical solver for such systems. The underlying KKT system is discretised in a monolithic way on the whole space-time domain using finite elements in space and a one-step-$/theta$-schemes in time. A global Newton solver is applied to solve for the nonlinearity, while a space-time multigrid solver is used for the linear subproblems. We obtain a robust solver whose convergence behaviour is quite independent of the number of unknowns of the discrete problem and robust with respect to the considered flow configuration. A set of numerical examples demonstrates the feasibility of this approach.