And Buddhists don't think it is, in the sense that you mean beautiful. They think that it is unavoidable. And they (also) think you can learn to avoid it.
I don't agree with the ur-parent that Buddhism thinks that if you can clear away the illusions of everyday life that you will see beauty. I think it believes that if you clear away the illusions, then you will see clearly, and that this is something worth doing because it will end your suffering, no matter who you are and what is happening to you.
But it's also believed by most Buddhists that this rarely happens, that it takes many many lifetimes for it to happen to anyone. So they also believe that helping reduce the suffering of all other sentient beings is one of their missions.
Suffering is.
Accept.
Beauty is.
Accept.
not Beauty also is.
Accept.