take to the woods
take to the woods {v. phr.}, {informal}
To run away and hide.
When John saw the girls coming, he took to the woods.
Bob took to the woods so he would not have to mow the grass.
Compare: HEAD FOR THE HILLS.
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Source: A Dictionary of American Idioms