If Ace doesn't carry them, check with a case & luggage supply. We used to buy them from the folks who sold handles, hinges & latches.
Machine screws will work fine, as has been suggested. #2 may be a bit light, so try a #4 and drilling it out to fit. Can also use acorn nuts (with loc-tite!) or lock nuts and washers. tim