Yesterday I updated BIOS, motherboard chipset drivers, network card drivers, graphics card drivers and it seems to be a lot better now. There are ocassional glitches from time to time but it's way better than it was before.
[EDIT] It looks like finally audio glitches are gone after next reboot. They appeared mainly because of the outdates motherboard and network card drivers. Now the playback's very smooth again!