NEWPORT, R.I. — After a lengthy restoration project, the current owners of a storied Gilded Age mansion on Bellevue Avenue said they plan to turn the property into a museum after they die.

In recent years, billionaires have been buying up some of the few remaining privately held Gilded Age mansions along Bellevue ...