Meaning:
Lose self control.
Origin:
This is an American phrase and it alludes to the uncontrolled way a loose axe-head flies off from its handle. It is first found in print in Thomas C. Haliburton's
The Attaché; or, Sam Slick in England, 1843/4:
"He flies right off the handle for nothing."