In his book How Jesus Became God, Bart Ehrman makes the case that it is unlikely that Jesus was buried by Joseph of Arimathea, or in fact that he was buried in a private grave at all.
So, a little background. According to the gospel of Mark, Jesus was buried by a previously unnamed character, Joseph of Arimathea, a member of the Sanhedrin. Mark 15:43 says "Joseph of Arimathea, a respected member of the council... took courage and went to Pilate and asked for the body of Jesus." Joseph then takes the body from the cross and buries it "in a tomb that had been hewn out of the rock," and rolls a stone in front of the tomb.
Here's why this is unlikely from a historical perspective:
Ehrman also points out:
Let me stress that all of this--or something very much like it--needs to happen within Mark's narrative in order for what happens next to make sense, namely, that on the day after the Sabbath, Mary Magdalene and two other women go to the tomb and find it empty. If there were no tomb for Jesus, or if no one knew where the tomb was, the bodily resurrection could not be proclaimed. You have to have a known tomb.
How did Jesus's followers become convinced that Jesus was raised from the dead? The most likely answer seems to be that it was from their visions of him. After all, even in the gospel narratives, the people who discover the empty tomb do not assume that he was raised from the dead until they actually see him!
There is a lot more detail in the book, and it's a highly interesting read. I'd recommend it.
EDIT: In response to your question about why the body would be (hypothetically) given to a stranger and not family, Ehrman notes that in all the stories Jesus's family was miles away in Galilee. Not only that, but they were poor and would have had no resources for a proper grave in Judaea. In addition, the earliest accounts state that the disciples all fled the crucifixion scene for Galilee, leaving no one to bury Jesus but the unlikely Sanhedrin themselves.
According to medieval British legend Joseph of Arimathea is related to Jesus, he's Mary's uncle and therefore Jesus' Great Uncle. The story goes that Joseph (Jesus' human father) had died and that Joseph of A was therefore the next closest senior male relative and that's why he was given the body.
Although this legend isn't supported by the text of any of the gospels it does tell us that medieval Christians were aware that the body should have been given to a close male relative and that they perceived a need to explain why Joseph of A had received it.