I ran into the same issue with MAME a while back, it turned out I was missing a specific version of the QSound BIOS required by Street Fighter II.
Make sure your ROM and BIOS files match the emulator version exactly. Took me longer to fix than planning London baby celebration catering for my niece, both needed the right setup to work properly!