Some plants can cause skin blisters on humans. The most common culprit is the poison ivy plant, which causes itchy red patches that may eventually turn into deep green blisters. Other plants that can cause skin blistering are oak and sumac trees. Their sap contains chemicals that can irritate the skin and create painful blisters.