A robust formulation is given for the problem of optimal rejection of persistent exogenous disturbances in dynamic systems subjected to matrix uncertainties. The solution technique based on the invariant ellipsoids concept is developed. The approach is exemplified through a well-known benchmark control problem for a mechanical two-mass-spring system.