They are both words (spelled correctly) but with slightly different meanings.

Canceled means that something was going to take place and now is not going to take place.
-- The meeting was canceled.
-- The flight was canceled because of bad weather.

Cancelled means to void out; to delete.
-- He canceled the account by marking it as cancelled.