Are brain waves electromagnetic waves? Depending upon its activity, the brain emits waves, which represent the summation of individual neurons firing. Are these waves electromagnetic waves?
Short answer
Brain waves are not electromagnetic waves.
Long answer
Measured brain activity, as you already mentioned, is the result of individual neurons firing. The activity exists, in fact, of two parts. First of all, there are the action potentials (APs). APs are current flow within a neuron from one end to the other. The magnitude of these APs (and the summation of many) is so low however, that it is barely measurable.
The actual brain activity we can measure is the result of the second way of signal conduction: post-synaptic potentials as a result of neurotransmitters. (Pyramidal) Neurons communicate with each other through neurotransmitters, which are released from multiple synapses and flow to the axon of the next neuron. The release of the neurotransmitters causes a much larger potential difference that is conducted through different tissues (e.g. bones and skin). The activity that we measure with EEG is thus only the result of potential difference of the pyramidal neurons. Due to how electrical fields work, we are only able to measure the neurons oriented in right angles to the surface of the scalp (see the right picture).

A magnetic field cán also be measured though, but this is in fact the result of the flow in current. If electricity flows through a loop, a magnetic field is generated. Moreover, if there is a magnetic field, electrical current will be generated. This is how MEG works. If there is an electrical current, and you place these loops around the head, the magnetic field will be &quot;caught&quot;. Then, in turn, this magnetic field will generated electricity in the MEG recording equipment, thereby recording electrical activity in the brain (See left part of the picture, there are two loops where the magnetic field goes through). The magnetic fields are orthogonal to the electrical fields (look for the Right-hand rule) and neurons that lie parallel to the scalp are more easily measurable. EEG and MEG complement each other thus, and combining them greatly improves localization of activity.
This is a quick and dirty explanation. For a better one, you may want to read the book of Luck: An Introduction to the Event-Related Potential Technique (2014), which explains it really nicely.