Speaker Ram Niwas Goel announced the decision following a heated exchange involving AAP legislator and Deputy Speaker Rakhi Birla and BJP MLAs Manjinder Singh Sirsa and Jagdish Pradhan over the issue.
Mishra was marshalled out after he clashed with AAP legislators Jarnail Singh and Nitin Tyagi when they accused him of bringing the woman to the Assembly, who allegedly abused them at the MLAs' lounge.
"She also tried to enter the visitors' gallery. This is a grave issue, especially considering it involves the members of the House and that certain serious facts have already come out. The issue will now be handed over to the Privileges Committee as per the request of a few members," said Goel.
Earlier, during the proceedings, Singh requested the speaker to look into the case of the woman, who he claimed had come to the Assembly with Mishra with an intention to create a ruckus.
An argument ensued between the AAP legislators and the sacked Delhi minister, following which Goel ordered that Mishra be marshalled out.