This is not true.
"each degree-Celsius increase in global mean temperature would, on average, reduce global yields of wheat by 6.0%, rice by 3.2%, maize by 7.4%, and soybean by 3.1%." https://www.pnas.org/content/114/35/9326
It will stabilize eventually, no question - it's the transitional period that's inconvenient.
You might get some benefits from a suitable climate moving into a fertile area, but equally you could get disastrous impacts from a suitable climate moving away from a fertile area.
You can see the impact of increased intensity of weather events on food availability already, for example, the horseradish crop failure this year means Burger King is out of Zesty Onion Dip until spring: https://dailygreenworld.com/2019/11/22/earth-changes/climate...
Inclement weather has been destroying crops since before the plow was invented.
Of course that depends on the availability of accurate climate models for the event in question.
Here is a non-paywalled text on the subject:
https://www.stat.berkeley.edu/~aldous/157/Papers/extreme_wea...