According to his wife's Times obituary, their mothers were cousins, and they had first met as children.
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Melbourne Hall was inherited via his great-great-grandmother Emily Cowper, sister of the 2nd Viscount Melbourne and mistress of Palmerston whom she later married. See Independent obituary (2004) by James Stourton for details.