I think while these two words might seem to fit together .. but it actually feels a little awkward. Some aspects of English are hard to explain unfortunately.
SimpleFitness.com, while longer, would have been a much better choice in my opinion.
Still .. this domain is better than a lot of other ones in this section .. so hopefully you'll get lucky .. good luck with it!