Please get help ASAP if the means are available to you. Even if you end up in a more accepting country for graduate studies, grad school sadly tends to exacerbate depression, anxiety, and all sorts of mental illnesses just as a rule (and drives otherwise healthy people to depression). I don't know your circumstances but I do think you are probably way better off getting help earlier rather than later.