The new method of the control design for the time delayed system is presented. It is based on combination of the well-known predictor based sliding mode control algorithm and the recently developed invariant ellipsoid method, which allows to minimize the effects of the system uncertainties and disturbances. The theoretical results are illustrated by a numerical example.