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.