How does at low power factor impedance (p.f=R/Z) (if R is constant ) increases while current also increases?
So here comes a contradiction that increasing impedance increasing the current.

This is wrong.  You cannot increase opposition and get more current.
$$I = \frac {V_S} {Z}$$
Ohm's Law is Ohm's Law, regardless of power factor.