by default its yellow
is there a way to change it's color ? I really prefer it as red or some easier to spot color
if Tooltip Color option supposed to be responsible for this then its not working or does anything else for that matter

Sorry, no, the color is hard coded. The tooltip color option doesn't change that; it's used to show the extended tooltip that shows durability when the MC internal debug info (F3+H) is off.