It is said that because of the Early effect that with an increase in collector to base voltage there is decrease in base width due to which \$\alpha\$ (the current gain) increases due to lesser recombination of holes and electron, so with increase in \$\alpha\$ emitter current should decrease according to this equation:
$$I_E=\frac{I_C}{\alpha} \, .$$
Also, the concentration gradient of minority charge carriers in the base region increases, due to which more majority charge carriers (of emitter region) come from emitter to base region and hence increase the emitter current.
Both of these effects are in contradiction to each other, so does it happen that the latter effect is greater than the former?