Idah pounced on a fumble by Gers keeper Jack Butland in the last minute of normal time to fire in the winner.
City were hit with two goals in nine first-half minutes by their city rivals.
Bilbao’s San Mames staged a blockbuster Women’s Champions League final as holders Barcelona beat eight-time winners Lyon