I'm more inclined to say the PSU is the problem, probably because my II+ was exhibiting similar problems and swapping in a modified AT PSU solved most of the problems.

The quickest way to check the PSU is with a multimeter. If I recall correctly, the two pins at the square end of the connector are ground. The rest are either +5 V, -5 V, +12 V, -12 V.