Fuster was born into a Brunanter family who was of Valencian or Catalan descent (his surname is Spanish) and arrived there in the early 15th century. His father came from Brezonde and immigrated to Lovia in the 1980s. His mother's family is of Oceana origin, having arrived to Lovia from Austria-Hungary in the 1890s.