Assume WLOG
. Set
, and we will see that
with probability 1.
For every
,

Thus, for every
and
,

While the second inequality is due to Kolmogorov's inequality.
By the assumption that
converges, it follows that the last term tends to 0 when
, for every arbitrary
.