The story
After Richard Grosvenor, 2nd Marquess of Westminster, whose title was Viscount Belgrave when the area was developed in the 1820s, thus from Belgrave + -ia. The village of Belgrave, Cheshire is close to the Grosvenor family's main country seat.
Etymology from Wiktionary, CC BY-SA 4.0.