My guess there is a background task always running and stressing the CPU, slowly eating up your battery...
Did youinstall anything recently? Update anything? Tweak or hack anyzhing? I suggest you install "Conky" a system monitor, there you can check the actively running tasks and maybe draw conclusions from that.