Probably not, due to denitrifying organisms [1]. The GOE occured because aerobic respiration, the biological balance to photosynthesis, didn't exist [2]. So when cyanobacteria began photosynthesising, the only counterbalance was ferrous iron dissolved into the oceans. Once that's reduced, that's it. No cycle. In contrast, more nitrogen fixation would prompt more denitrification, thereby balancing the system.
So to complete your disaster novel, you'd need to kill off denitrifying bacteria. Ironically, it appears they require "a very low oxygen concentration of less than 10%."
[1] https://en.wikipedia.org/wiki/Denitrification
Given that some other nutrient would then become the bottleneck, I think this would be ok though. You'd just have upgraded plant growth, which would mean locking carbon into biomass at an increased rate, which might be kinda helpful around now.
Would it have unintended consequences? Probably. Would they be worse than the unintended consequences of industry? Maybe not.