Apple wireless keyboard caps lock light wont turn off

I have an apple wireless keyboard that came with my 2011 imac and up untill last month the caps lock light wont turn off even when i turn caps lock off and its draining my battery. usually the keyboard will turn off whenever the computer was off but now i have to turn the whole keyboard off everytime im not using it to save battery.