Juan, you're in NYC? Not much (that I know of) right in the city, but there are a few places you can walk to fishable water by taking Metro North out into the surrounding areas. Harlem Line has a few stops near small trout streams; others too, though I'm less familiar with the specifics.
That should give you some ideas for further research.
That should give you some ideas for further research.