Rourke's behavior was deemed "threatening and aggressive" by ITV, though no physical altercation occurred.
This incident follows a series of controversial actions by Rourke, including homophobic comments towards JoJo Siwa and offensive remarks about Donna Preston's weight.
Rourke had received a formal warning for using a gay slur directed at Siwa, for which he later apologized.
ITV stated that all housemates undergo respect and Inclusion training and are monitored for inappropriate behavior.