The upside and downside of hybrid cars boils down to the same thing: Having two energy systems on-board. While often great, it also makes the whole system quite a bit more complex.

You need a gas tank and a battery, electric motors and internal combustion engines, and so on. I don't know how hybrid cars compare in terms of purchase price and maintenance costs, but on paper they are a much more complicated system.