No, you can only claim Moving Expenses against income "earned" at the new location, and EI does not qualify as earned income.
CRA can disallow a moving expense claim if you didn't specifically move to go to school or for a new job. They consider a move to look for a better job to be personal and therefore the moving expense deduction is not valid.
