Found a solution using JS. Ref: http://stackoverflow.com/questions/1397329/how-to-remove-the-hash-from-window-location-with-javascript-without-page-refresh

// Remove # sign after facebook login
if ( (location.hash == "#_=_" || location.href.slice(-1) == "#_=_") ) {
	removeHash();
}

function removeHash() {
	var scrollV, scrollH, loc = window.location;
	if ('replaceState' in history) {
		history.replaceState('', document.title, loc.pathname + loc.search);
	} else {
		// Prevent scrolling by storing the page's current scroll offset
		scrollV = document.body.scrollTop;
		scrollH = document.body.scrollLeft;

		loc.hash = '';

		// Restore the scroll offset, should be flicker free
		document.body.scrollTop = scrollV;
		document.body.scrollLeft = scrollH;
	}
}