The quick answer is to try an EPDM cement, such as this Carlilse Sure Seal. The cement you are currently using is a neoprene, not the best choice for EPDM.
Are you gluing the round EPDM patch onto another piece of EPDM rubber or something else?
Is that 120' F or C ?
Are you molding the EPDM...