Representatives Katherine Clark, a Melrose Democrat, and Jim McGovern, a Democrat of Worcester, also are planning to miss the event.
Warren announced she would not attend the speech in a statement issued by her office Monday evening.
“I strongly support Israel, and I remain deeply concerned about the prospect of an Iranian nuclear weapon, which I discussed in detail with Prime Minister Netanyahu when we met in Jerusalem last November,’’ the Democratic senator said in a statement. “It’s unfortunate that Speaker Boehner’s actions on the eve of a national election in Israel have made Tuesday’s event more political and less helpful for addressing the critical issue of nuclear nonproliferation and the safety of our most important ally in the Middle East.”