I guessing that you print PLA?
It sounds like the filament jams in the hotend. I had the same issue when I tried printing PLA, I could extrude all day long, both fast and slow, but asa I started printing, things jammed up in the hotend.
Depending on which hotend you have, it should be possible to fix by cooling the feed tube of the hotend with a fan.