The decrease of resistance in parallel combination is due to:
the increase in effective area of the cross-section
When two resistors are connected in parallel, the effective area of cross-section through which the current can pass, increases. Since, the resistance of a wire is given by
i.e., inversely proportional to the area of cross-section. Therefore, any increase in area of cross-section decreases the resistance.