The story began on a downtown Brooklyn street corner. (Para. 1)
Meaning: The story started at a street corner in the downtown areas of Brooklyn. Here "downtown" is used as an adjective. For example:
in downtown Shanghai 在上海闹市区
"On" can be replaced by other prepositions but they may not have the same meaning. We can also say: at / around a street corner 在街角处