Bad glow plug???
For a few dollars, change that plug!! Sounds like that is definately you problem!
If you pull the plug, attach the glow driver, you will probably see that the first few coils are not lighting. This would be a reason for the difficulty to come up through the mid range.
Time for a new one!
Jeff S.