Today's parliament session was adjourned for 10 minutes as the two lawmakers were kicked out, the state-run MENA news agency reported.
Tawfiq Okasha, a popular TV talk show host and parliament member, has been engulfed in controversy since Thursday when Israeli ambassador Haim Koren posted a picture on the embassy's Facebook page of the two of them meeting Wednesday evening.
The parliament formed a committee to look into parliamentarian Kamal Ahmed's assault against Okasha during today's session, according to the parliament's website. But Ahmed himself was unrepentant and some parliamentarians were openly supportive of the attack.
"As a parliamentarian and as an Egyptian citizen, I think that Kamal Ahmed's shoe will enter history books, and that it represents the Egyptian people's rejection to normalization with Israel," said MP Osama Sharshar in an interview with Parlamany.
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Egypt has full diplomatic relations with Israel, but directly dealing with Israelis remains deeply taboo in Egyptian society even after the two countries signed the 1979 US-sponsored peace treaty.
That included a discussion of Ethiopia's under-construction Grand Renaissance Dam Cairo fears the dam may cut into Egypt's vital share of the Nile waters.
"They (Israel) are the ones building the Renaissance Dam, are we fooling ourselves?" Okasha asked, making reference to a widely-believed conspiracy theory that Israel is supporting Ethiopia's dam in an attempt to harm Egypt's interests. Emmanuel Nahshon, spokesman for the Israeli Foreign Ministry, said the meeting had taken place at Okasha's invitation.