Certainly I myself tend to see anything that I understand well as "being nearly obvious" (although I know better).
Also, I and many other people I know have realized upon completion of a PhD that their advisor "probably could have done this in an afternoon, if they cared...". Right. Much of a PhD (in math) in my opinion is getting-up-to-speed on technique, so that what was impossible before is at least approachable... if only due to acquisition of good technique.
Also, some or many parts of mathematics, perhaps the most useful parts, are very robust, in the sense that once we see the mechanism, we do not have to be particularly careful to have things work out and not fail... So, yes, once one is acquainted with such robust stuff, and has assimilated such things into one's "intuition", lots of things are "easy".
A few things seem to remain permanently delicate... and I myself have a hard time understanding them.
A point that seems often overlooked is that, in my perception of myself and many others, the course of a (successful, substantial) research project involves as much changing oneself as anything else. So one's perception has changed, so that what was unobvious is now obvious. The thing itself probably did not change much...?
Yes, this can be misunderstood as one's own unforgiveable slowness to understand (since after-the-fact it seems so easy), but I think that is a far too naive appraisal of the mechanism.