Comment # 8 on bug 943793 from Dr. Werner Fink

(In reply to Martin Jambor from comment #7)

I've now changed font backand in the system wide app defaults:

  Emacs.FontBackend:      xft,x

which should do the job, that is the old X font scheme becomes now the
fallback.