Drew Dalton said that philosophy is the search for questions, theology the search for answers.
I think the differences go way beyond that statement, but it gets at their fundamental similarities and differences. So why do people find philosophy so difficult to understand? I believe it is because they don't want to be "barraged with the questions to all those lovely answers." That's a quote from The Ugly Organ.