A circuit court, or any court of limited jurisdiction established pursuant to the provisions of section 1, article VIII of the Constitution of this state, wherein an action, suit, motion or other civil proceeding is pending, or the judge thereof in vacation, may on the motion of any party, after ten days' notice to the adverse party or his attorney, and for good cause shown, order such action, suit, motion or other civil proceeding to be removed, if pending in a circuit court, to any other circuit court, and if pending in any court of limited jurisdiction hereinbefore mentioned to the circuit court of that county: Provided, That the judge of such other circuit court in a case of removal from one circuit to another may decline to hear said cause, if, in his opinion, the demands and requirements of his office render it improper or inconvenient for him to do so.