This is uncommon usage. So we can only guess.
I think the writer was disgusted their fake-cutenesses and affected manners. So he felt loss of strength, and expressed them exaggeratively.
I think similar phrases are がっくりする, どっと疲れが襲う, 肩が落ちる, 脱力する, 全身の力が抜ける, etc.