The Oscar-winning actress turned up Wednesday at a visitor's gallery to watch the weekly Prime Minister's Questions, where David Cameron takes questions from lawmakers. A few lawmakers wrote on Twitter to announce that they had spotted the actress.
"The Iron Lady" is currently in preproduction.
Jim Broadbent is due to play Thatcher's husband Denis and Richard E. Grant will play former Defense Secretary Michael Heseltine.