Three weeks before midterm elections, Democratic candidates across the country are shattering fundraising records, reports show.

At least 60 Democratic House candidates raised more than $1 million in the three-month period that ended Sept. 30, according to the Democratic Congressional Campaign Committee. Only three Democratic House candidates reached that milestone in the third quarter of 2014, Federal Election Commission data show.

Matt...