In dissolution of gas in solvent, gas is in equilibrium with the liquid solution.
Rate of dissolution of gas=Rate of escape of gas from the liquid
When the pressure of the gas is increased, population density of the gas molecules increases and the equilibrium between gas and liquid gets disturbed and to restore the equilibrium more gas molecules escape into the solution phase which result in increase in solubility of gas.