SharePoint 2010 REST error - Internet Explorer does not support this feed format

I was trying to access List items over REST from the browser and kept getting an IE error-

Internet Explorer does not support this feed format

To resolve this I went into Internet Options under settings in the browser toolbar -->Content --> Feed and Web sites --> Settings and unchecked the Turn on feed reading view. And the solution worked like a charm.