Answer
Rare alleles, being rare, are quite unlikely to be found in the few individuals survivng a population bottleneck, and this are likely to be lost.
Work Step by Step
Consider the nature of a bottleneck: very few individuals survive. Since rare alleles are, more likely than not, absent in those few individuals, they will probably be lost during the bottleneck.