The present invention is directed to an aqueous herbicidal composition containing one or more low water solubility herbicides, hydroxyethyl cellulose, and an inorganic compound selected from the group consisting of silicon dioxide, aluminum oxide, magnesium aluminum silicate, attapulgite and mixtures thereof. The present invention is further directed to a method of controlling weeds by applying compositions of the present invention.