Group delay for a reflected light pulse from a weakly absorbing dielectric slab is theoretically investigated, and large negative group delay is found for weak absorption near a resonance of the slab (Re(kd)=mpi). The group delays for both the reflected and transmitted pulses will be saturated with the increase of the absorption.