Physically the cell may fit, either an 18650 or 18500 is your best bet with a little paper to shim the circumference, but the LEDs will overheat and slowly one by one go out.
I use an 18650 in a multi-LED showerhead, it just drops right in, but th eLEDs are slowly dieing.