This is a browser setting that will need to be turned off. 

Open up a Safari window and click on Edit 

Select 'Spelling and Grammar' 

Select “Correct Spelling Automatically” so that the check no longer appears next to it. 

The setting takes effect immediately as the auto correction will be switched off.