There are lots of synthetic foods. The main problem is marketing. How are you going to sell your lab food when "processed" is bad and "natural" is good? The organic movement has taught people to distrust science in food, and its not something that is going to easily be reversed. The fact that most synthetic advances are used for cost reduction - not health doesn't help here either.
The only place where this has seen any adoption is synthetic meats. But I expect vegetable replacements to be many decades off - if ever.