Nope. The Fed is independent of the government and, most importantly, does not answer to Congress. So it can adopt measures to attempt to stimulate and improve the economy which Republicans would surely block if given the opportunity.
The DoE, however, is an executive agency and has its budget determined by Congress. Changing the interest rates would require an act of Congress.