Well, to apply from US I think you have very little chance of getting a visa. Because since you are applying from the third country (not Nepal or UK), you must show strong tie (emotional, financial etc) with the US and prove them that you will return to US after the completion of your visa.

I don't know if you have that document to show your financial tie with US. I also don't know wheter they can see your status from your passport.