The couple made a special announcement to friends at the Cat & Fiddle on March 11.
Actress Fisher felt she had to reveal her big news after sparking suspicion when she turned down alcohol and just drank water.
An eavesdropper tells Life & Style magazine, "Isla said, 'We've got good news--I'm pregnant!' The couple just kept kissing and hugging!"
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