Comment by jeffreyg

It completely depends on the type of chemical. Your scenario imagines something like radiation. Perhaps the chemical isn't incredibly toxic and can be flushed out. If someone spilled bleach you wouldn't be able to boil or filter it out but you could dilute it to where it's safe for consumption.