To leave quickly and suddenly, especially to head somewhere or to escape a situation.
"As soon as the bell rang, the students lit out for the playground."
But I reckon I got to light out for the Territory ahead of the rest.
— Mark Twain, Adventures of Huckleberry Finn (1884)