Preheat oven to 350°.
In a large bowl, beat together the butter, brown sugar, eggs, flour, and milk until well-blended.
Pour the filling into the pie shell. Bake at 350° for 15 minutes or until crust is golden brown. Turn off oven and leave the pie in the oven for 1 hour.