Vigo was born to Emily Clero and the prominent Catalan militant anarchist Eugeni Bonaventura de Vigo i Sallés (who adopted the name Miguel Almereyda-an anagram of "y'a la merde", which translates as "there's shit").
Vigo was married and had a daughter, Luce Vigo (a film critic) in 1931.