In Hinduism, it is a practice to offer oil to Shani Dev usually mustard oil. This belief has a story behind it.
When Lord Hanuman allowed Shanidev to move, he asked Lord Hanuman to apply some oil to relieve the pain.
Since that time, it has been adopted as a routine to offer oil to Shanidev.
Thus offering oil symbolises soothing the pain.