The developments of next‐generation electric power systems and electronics demand for high temperature (≈150 °C), high energy density, high efficiency, scalable, and low‐cost polymer‐based dielectric capacitors are still scarce. Here, the nanocomposites based on polyimide‐poly(amic acid) copolymers with a very low amount of boron nitride nanosheets are designed and synthesized. Under the actual working condition in hybrid electric vehicles of 200 MV m−1 and 150 °C, a high energy density of 1.38 J cm−3 with an efficiency higher than 96% is achieved. This is about 2.5 times higher than the room temperature energy density (≈0.39 J cm−3 under 200 MV m−1) of the commercially used biaxially oriented polypropylene, the benchmark of dielectric polymer. Especially, the energy density and efficiency at 150 °C show no sign of degradation after 20 000 cycles of charge‐discharge test and 35 days’ high‐temperature endurance test. This research provides an effective and low‐cost strategy to develop high‐temperature polymer‐based capacitors.