Turns out, there is in webkit:
input[type="range"]{
-webkit-appearance:none !important;
}
input[type="range"]::-webkit-slider-thumb{
-webkit-appearance:none !important;
}
You can then add whatever attributes you need to each those selectors. Background, gradient, etc…
Hope that helps!