The discretization of robust quadratic optimal control problems under uncertainty using the finite element method and stochastic collocation leads to large saddle-point systems, which are fully coupled across random realizations. Despite its relevance for numerous engineering problems, solution such systems is notoriusly challenging. In this manuscript, we study efficient preconditioners all-at...