I do. I have an account with Interactive Brokers and I can easily deposit EUR. I can buy US stocks and options in USD and IB takes care of all the details (internally, it shows up as a short USD position).

Investing from the banks themselves it's also possible but it involves higher fees. Using IB has the disadvantage that I have to do the taxes myself.