Here's what happens:
* Deidara uses his ultimate jutsu, C4: Detonating Clay, which explodes in a massive blast.
* He sacrifices his arms to control the explosion, but it's ultimately unsuccessful in killing Sasuke.
* Deidara dies from the explosion's backlash, along with some of the other Akatsuki members.
Therefore, he remains armless for the rest of the series.