From the late 1800s until the 1970s, Nassau Street in the Financial District was the stamp-collecting center of New York City. At one point there were as many as 50 stamp dealers in one three-block area.

It may say something about the declining popularity of the hobby that there remains but one street-level stamp shop in New York City—Champion Stamp Co. on West 54th Street.

That’s...