Low flow drooping of head-flow curves in centrifugal pumps with vaned diffusers is often caused by flow stall in the diffuser channels that initiates shroud-side reverse flow through the impeller that continues into the suction piping near the pipewall where it is called prerotation because it induces the mainflow near the center of the pipe to rotate in the direction of impeller rotation. This coswirl of the inlet core flow unloads the impeller and reduces its developed head resulting in the head droop. One solution to droop, not always practical, is to eliminate the diffuser vanes and rely on shroud-guided vaneless diffusion or unguided dump diffusion. Depending on how well the vaned diffuser is designed, eliminating the vanes can have serious to minimal effects on performance. My past experience has been with poorly designed diffusers which, when totally eliminated had near-zero effect on pump efficiency but provided a robustly rising head characteristic to shutoff flow. The slope of the head-flow curve changed slightly with little effect on full-range performance. As an alternative to totally scrapping vaned diffusers, you might try to increase diffuser vane inlet diameter to increase the blade-vane cutwater clearance (Gap B in Mackay's nomenclature) thereby reducing the interaction pressure pulses in the gap and the tendency to stalling and flow reversal in the diffuser channels.