This is the Appeal to Pity, also known as Special Pleading. The fallacy is committed when the arguer appeals to pity for the sake of getting a conclusion accepted.
For example:
"I did not murder my mother and father with an axe. Please don't find me guilty; I'm suffering enough through being an orphan."