$L = \left \{ \epsilon \right \}$
Clearly this language is finite so this must be a regular language.
Now since every regular language is Context Sensitive, $L$ is a CSL.
We can define the grammar for $L$ as :
$S\rightarrow \epsilon$
Now since $L$ is a CSL, this grammar must be a Context Sensitive Grammar.
But from the definition of a Context Sensitive Grammar:
A Context sensitive grammar is any grammar in which the left side of each production is not longer than the right side.
But here
$\left | S \right | > \left | \epsilon \right |$
This is contradictory.
I am unable to figure out what's wrong here.