Zimmermann was optioned to Triple-A Norfolk on Friday, Jacob Calvin Meyer of The Baltimore Sun reports.
Zimmermann threw 61 pitches over three innings of relief Wednesday versus the Brewers, so he'll be replaced by a fresh arm. Nick Vespi will take his spot in the bullpen.