Attach an event listener to the input element to prevent default behavior of certain keys in input element.

document.getElementById('input-element-id').addEventListener('keydown', function(e) {
   if (e.key === 'ArrowUp' || e.key === 'ArrowDown') {
      e.preventDefault();
   }
});