I think plants do too. I wouldn't eat the last specimen of a super rare plant for example, and cause its demise forever.
However, its a gradient of consciousness, and plants are below animals. Its not likely that they feel pain in any conventional way. Whereas an animal cell, was once part of a conscious being.