There is provided an ocular drug delivery formulation comprising a delivery carrier comprising a cellulosic polymer and an anionic polysaccharide and nanoparticles comprising an amphiphilic non-ionizable block copolymer and a cannabinoid. The formulation has a gel point of about 30°C to about 37°C.