PEEKSKILL, N.Y.—In "The Wonderful Wizard of Oz," the yellow brick road leads to happiness.

In this Hudson River town, it ends in a parking lot.

For close to a decade, city historian John Curran has been waging an uphill battle to preserve a collection of crumbling golden bricks tucked near a commuter railroad station here that he believes...