Update Nov 21, 2022
I would now recommend the requestSubmit() method. You can pass a submit button to it if you want. Its cleaner and can be intercepted.
document.getElementById("myForm").requestSubmit();
Original answer
A custom event works just fine.
document.getElementById("myForm").dispatchEvent(new CustomEvent('submit', {cancelable: true}));