This paper is devoted to the investigation of a class of uncertain multiobjective fractional semi-infinite optimization problems (UMFP, for brevity). We first obtain, by combining robust optimization and scalarization methodologies, necessary and sufficient optimality conditions for robust approximate weakly efficient solutions of (UMFP). Then, we introduce a Mixed type approximate dual problem for (UMFP) and investigate their robust approximate duality relationships. Moreover, we obtain some robust approximate weak saddle point theorems for an uncertain multiobjective Lagrangian function related to (UMFP).