I finally managed to do it.
The key is model fidelity and accuracy. Make sure your simscape model is accurate enough. Then, perform an open-loop test. use the system output figure to identify the time at which you should linearize your model; look for segments of output figure where model demonstrates linear behaviour. Lineanized it at that 't' and use it to tune PI controller.