No sound in usb headset on Linux

Minecraft sound does not work with my usb headset. I tried forcing it to use the headset through Pulseaudio Volume Control, but it won't let me.

Earlier I was able to fix this by using specific version of LWJGL (2.7 I think), but the new launcher uses 2.9 by default and I don't know how to downgrade.