A novel load network for designing a high‐efficiency broadband Class‐E power amplifier, ranging from 2.0 to 2.9 GHz (37% at the central frequency of 2.45 GHz), is proposed using a non‐Foster cell that behaves as a negative capacitor with constant quality factor (Q) for optimal fundamental matching over the overall bandwidth. As mathematical analysis, the realization of this element is based on a passive architecture, which exhibits a negative group delay response without constraint of the reference impedance. To improve efficiency in a practical circuit, a close approximation using distributed sections is implemented. The in‐band efficiency observed is around 69.0‐78.3% with an average of 74% making it the highest for this frequency band today. The output power is maintained in the range of 5‐8 W with 12‐dB to 14‐dB power gain over the band while the two first harmonics are suppressed below −49 dBc.