Ethyl cellulose (EC) and deproteinized natural rubber latex (DNRL) were used to prepare a pseudolatex-base as a matrix membrane for ketoprofen patches. The pseudolatex-base was prepared using a homogenization and solvent removal method. Either polyvinyl alcohol or polysorbate 80 was used as surfactant and emulsifier. Polyvinyl pyrrolidone, glycerine, isopropyl palmitate, and dibutyl phthalate were used as a channeling agent, skin humectant, enhancer, and plasticizer, respectively. Ketoprofen was incorporated into the pseudolatex-base. All pseudolatex formulations were homogeneous and smooth in texture and elegant in appearance. The pH of pseudolatex formulations was 5–7, and the particle size was 487–787 nm. The viscosity and spreadability test showed the good characteristics of membrane. Stable colloidal dispersion was formed with a zeta potential of −35.18 to −51.55 mV. All pseudolatex formulations were formed into in situ membranes by solvent evaporation in a hot air oven at 70 ± 2 °C. The mechanical test and moisture uptake were characterized, which significantly depended on ingredient. The in vitro release and skin permeation of ketoprofen from the pseudolatex-membrane were evaluated. The suitable pseudolatex-membrane was produced from a EC:DNRL ratio of 1:1 and provided a controlled release and suitable permeation patterns of the ketoprofen. Thus, these systems are essentially based on a matrix membrane made from polymeric pseudolatex systems.