Try following steps
1. go to settings-> customization -> customize entity -> open quote product
2. click on attributes -> open tax attribute
3. Tax attribute will have minimum value set 0. change this to -10000000 (or whatever you want as min limit) and save and close the changes
3. publish the changes and now you will able to have negative tax amount.
Hope this helps..