BERLIN—German police on Tuesday searched the homes of seven suspected Islamic extremists for allegedly funneling vehicles to the Sunni militant group Islamic State, in the latest action highlighting the extensive European support network for fighters in Syria and Iraq.

The raids at homes across Germany—five in Bavaria and three in Lower Saxony and North Rhine Westphalia—amounted to one of the most expansive police actions since German…