If you stab someone in self defense will you be charged?

Sure, you can be arrested for murder, if the stabbed person dies. You can also be tried for murder. "Self Defense" is a legal defense to a criminal charge of murder.

Self Defense is a defense to a criminal charge and in a criminal trial. It has nothing to do with being arrested.