A few phrases I've heard that kind of relate are...
I don't want to shotgun it
This phrase evokes the accuracy and precision of single projectile firearms as opposed to the spread nature of a shotguns pellets. Shotgunning something implies that you are causing collateral damage in an attempt to solve the problem.
A related example when you DO in fact want a massively disproportionate response to a small problem is that...
The virus had permeated my operating system folder, so I decided I should nuke the OS and reinstall.
Which of course states that something is so loathsome to you that you're willing to destroy everything in it's vicinity to get rid of it.