You should find the answer in Chapter 1 "An Unexpected Party"
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Answered by Aslan
Bilbo has a fit and passes out. The dwarves' plan is way too dangerous for a Hobbit. When he comes to, Bilbo volunteers out of pride from Gandalf's glowing description of him as a top notch burglar.