SHELBY, Wisconsin — If she closes her eyes, Danelle Larson can still remember how the stretch of Mississippi River in front of her looked as recent as a decade ago: nothing but open, muddy water.

A self-sustaining population of German brown trout inhabits the upper reaches of the Deerfield River, surviving on its own and winning fans who come from all over the eastern United States to fish for ...