Nokia 2310 often have back light problem. This problem usually caused be short of water, although some cases because damage LED. When this problem caused LED you can replace it by the new component. You can ensure by test with Multi tester.
But if the LED tested good , you can trouble shoting with my above picture .
For detail, you can trouble shot by this picture :
