There would still be a Doppler effect. It would just be a number of magnitudes of order smaller than it is now for a given relative velocity.
Imagine what a fart could do!
Would we have a name for thunder if it was simultaneous with lightning?
And more importantly, would it still only happen when it rains?
Oh, yeah. Red shift and blue shift of light.
Never mind. :o