Stable, aqueous herbicidal compositions are provided which comprise both glyphosate and dichlobenil dispersed in water. The stable formulations utilize one or more nonionic surfactants that interact with the coating of encapsulated dichlobenil in order to provide chemical stability in the aqueous composition. The compositions may be provided as a concentrate or ready-to-use formulation. Advantageously, compositions of the present invention are both physically and chemically stable when stored for prolonged periods in both ambient and extreme temperature. Additionally, the inventive compositions are capable of providing improved control of undesired vegetation by controlling both adult plants and seedlings.