Is the capacity of a capacitor in an RC circuit independent of time? If so why?
If your ideal circuit uses an ideal capacitor then yes, that capacitance will be constant. This is simply by our definition of the ideal capacitor element.

Having said that, there are situations in real circuits where the capacitance can change as a function of time or of applied voltage.