No. You do not have to have claimed or received the federal Earned Income Tax Credit but must meet all eligibility requirements for it. You must also file a federal tax return for the year you are claiming the WFTC credit.
If you would have met all the requirements for the EITC, but are filing with an Individual Taxpayer Identification Number (ITIN), you can still qualify for the Working Families Tax Credit.