There currently is one option to travel by night train from Deda (Romania) to Debrecen (Hungary), taking between approximately 7 and 8 hours: Namely the 406. These lines are operated by CFR Călători and MÁV-Start.
MÁV-Start is Hungary's national passenger railway operator, running domestic and international trains connecting Hungary with neighboring countries.