I'm curious as to the position of the fan's mount. Since the fan's using what's essentially an enhanced sleeve bearing (rifle bearing), I'd be willing to bet the lube/oil contained in the sleeve is taking a while to re-lubricate the fan's rotating shaft, which is why I asked about the mounting position. If horizontally mounted, I'd make sure the bearing end of the fan is on the bottom, or down, as opposed to being on the top, or up. The oil's "kept" basically in a puddle at the base of the sleeve/rifle bearing, so mounting with it at the top allows the oil to slowly migrate down the shaft, potentially exposing the shaft to non-lubricated bearing wall. When it starts, the rifle groove in the bearing does eventually pull the oil back into the bearing.
And despite mfgr's stating rifle bearings overcome this disadvantage of sleeve bearings, depending upon the quality of the rifle bearing can definitely lead to typical sleeve bearing problems.