To leave home, or other place of residence, usually unannounced, or to make good on a threat, with such action usually performed by a child or juvenile.
To become a runaway.
To flee by running.
take to the woods
How often have the words run away and take to the woods occurred in a corpus of books? (source: Google Ngram Viewer )