The half-hour comedy starred Kym Whitley, Tisha Campbell, and Yvette Nicole Brown.
“A lot of lives are at stake and I don’t think this is OK,” Moore said in a video statement.
The singer will reportedly be replaced by rock band Blink-182.
The singer was performing “Can’t Feel My Face” when he walked off stage.
The comedy series starring Tracy Morgan premiered in 2018.
“Please give grace to the 150 crew members this may affect,” Love says.
The cartel crime drama is set to return on Wednesday, April 7.
“This show made history behind and in front of the camera,” co-creator Ryan Murphy said.
The series was OWN’s first scripted drama when it premiered in 2013.
No official premiere date has been announced for the show’s final season.