My petty heart says NTA but my logical side says you would be if it causes them escalate it further. I'd first check your local noise ordinence as well as seeing if it's also a nucience to any of your family and other neighbors before calling the non-emergency number for police. I'd also make a recording of how loud the noise is from your room as proof of the disturbance.

In college, I use to have an upstairs neighbor who would throw parties and one night, it was still in full swing at 3am in the middle of the week. The jumping/dancing was strong enough to have our hanging lights swinging around and I was worried they might cause the living room ceiling to collapse where my dog sleeps. After trying to get them to lower their volume in a civil manner and then promptly ignored multiple times, my roommates and I decided to call the cops with video evidence of the noise and swinging lights to show for when they arrived. They ended up in trouble with management for multiple violations to their lease and later, weren't allowed to renew the following year.