My idea was since our problem is it will refresh the page and it goes up instead of staying on the event section so what I did was I added ID to that section so that when it is reloaded we have ID to target. Added custom javascript (made by Patrecio).

<script>

jQuery("ul.page-numbers > li a").each(function(){
var current_link = jQuery(this).attr("href");
var new_link = current_link+"#eventListing";
jQuery(this).attr("href", new_link);
})

</script>

Note: #eventListing is the id we set to the element. ul.page-numbers is the exact class that wp event plugin use.