Son of Thomas Whitaker, schoolmaster, and Helen, his wife, he was educated first at his father's school. By the influence of the Towneley family he was then sent to Valladolid, where he studied for the priesthood. After ordination (1638) he returned to England, and for five years worked in Lancashire. On one occasion he was arrested, but escaped while being conducted to Lancaster Castle.