Atlanta optioned Munoz to Triple-A Gwinnett on Monday.
Munoz pitched each of the previous two days and was lit up for five runs over 1.1 frames in Sunday's loss to the Mariners. He will be replaced by a fresh bullpen arm in right-hander Connor Seabold, who was recalled from Gwinnett.