Robert Fitzwalter was the son of Walter Fitz Robert of Woodham Walter and his wife Maud (or Mathilde), the daughter of Richard de Lucy of Diss (a member of the de Lucy family).
Nothing of Fitzwalter's birth and early life is recorded.