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Please Move your lightning:progressIndicator inside div tag as below,

<div class="slds-readonly-path">

    <lightning:progressIndicator aura:id="progress"
          currentStep="{!v.Stage}" type="path"/> 
       
</div>

CSS:

.THIS.slds-readonly-path{
    pointer-events: none;
}