I have the following html:
You can achieve this with pure css like so,
With this css,
label { background-color:#333; color:#FFF; }
input[type="checkbox"]:checked + label {
background: brown;
}
JSFIDDLE
Keep in mind
The label has to be after the checkbox so you will need to style it around more to keep the same look you had.
Here is an option of styling it more to have the same appearance as you wanted, New fiddle. THIS DOES NOT involve positioning anything absolute, just some trickery.