Poisoned units experience a decrease in all fundamental skills until cured.
The actual effect of being Poisoned is a -1 penalty to Attack, Defense, Damage and Resistance for 3 game turns (not combat turns). Poison can be cured with the ability Healing as well as the spell Remedy.